Command line
python /home/saxelrod/Repo/projects/chemprop/chemprop/train.py --config_path /home/saxelrod/chemprop_cov_2_gen/models/from_whim_crest_weights_prc/config.json --data_path /home/saxelrod/rgb_nfs/dsets/cov_2_gen/train_full.csv --dataset_type classification
Args
{'activation': 'ReLU',
 'aggregation': 'mean',
 'aggregation_norm': 100,
 'atom_descriptors': None,
 'atom_descriptors_path': None,
 'atom_descriptors_size': 0,
 'atom_features_size': 0,
 'atom_messages': False,
 'batch_size': 50,
 'bias': False,
 'cache_cutoff': 10000,
 'checkpoint_dir': None,
 'checkpoint_path': None,
 'checkpoint_paths': None,
 'class_balance': True,
 'config_path': '/home/saxelrod/chemprop_cov_2_gen/models/from_whim_crest_weights_prc/config.json',
 'crossval_index_dir': None,
 'crossval_index_file': None,
 'crossval_index_sets': None,
 'cuda': True,
 'data_path': '/home/saxelrod/rgb_nfs/dsets/cov_2_gen/train_full.csv',
 'dataset_type': 'classification',
 'depth': 6,
 'device': device(type='cuda', index=3),
 'dropout': 0.35000000000000003,
 'ensemble_size': 1,
 'epochs': 2000,
 'extra_metrics': [],
 'features_generator': None,
 'features_only': False,
 'features_path': ['/home/saxelrod/chemprop_cov_2_gen/features/whim/train_whim_mean_crest_weights.npz',
                   '/home/saxelrod/chemprop_cov_2_gen/features/whim/train_whim_std_crest_weights.npz'],
 'features_scaling': True,
 'features_size': None,
 'ffn_hidden_size': 1100,
 'ffn_num_layers': 1,
 'final_lr': 0.0001,
 'folds_file': None,
 'gpu': 3,
 'grad_clip': None,
 'hidden_size': 1100,
 'ignore_columns': None,
 'init_lr': 0.0001,
 'log_frequency': 10,
 'max_data_size': None,
 'max_lr': 0.001,
 'metric': 'prc-auc',
 'metrics': ['prc-auc'],
 'minimize_score': False,
 'mpn_shared': False,
 'multiclass_num_classes': 3,
 'no_cache_mol': False,
 'no_cuda': False,
 'no_features_scaling': False,
 'num_folds': 10,
 'num_lrs': 1,
 'num_tasks': 1,
 'num_workers': 8,
 'number_of_molecules': 1,
 'pytorch_seed': 0,
 'quiet': True,
 'save_dir': '/home/saxelrod/chemprop_cov_2_gen/models/from_whim_crest_weights_prc',
 'save_preds': False,
 'save_smiles_splits': False,
 'seed': 0,
 'separate_test_features_path': ['/home/saxelrod/chemprop_cov_2_gen/features/whim/test_whim_mean_crest_weights.npz',
                                 '/home/saxelrod/chemprop_cov_2_gen/features/whim/test_whim_std_crest_weights.npz'],
 'separate_test_path': '/home/saxelrod/rgb_nfs/dsets/cov_2_gen/test_full.csv',
 'separate_val_features_path': ['/home/saxelrod/chemprop_cov_2_gen/features/whim/val_whim_mean_crest_weights.npz',
                                '/home/saxelrod/chemprop_cov_2_gen/features/whim/val_whim_std_crest_weights.npz'],
 'separate_val_path': '/home/saxelrod/rgb_nfs/dsets/cov_2_gen/val_full.csv',
 'show_individual_scores': False,
 'smiles_columns': [None],
 'split_sizes': (0.8, 0.1, 0.1),
 'split_type': 'random',
 'target_columns': None,
 'task_names': ['sars_cov_two_active'],
 'test': False,
 'test_fold_index': None,
 'train_data_size': None,
 'undirected': False,
 'use_input_features': True,
 'val_fold_index': None,
 'warmup_epochs': 2.0}
Loading data
Number of tasks = 1
Fold 0
Splitting data with seed 0
Class sizes
sars_cov_two_active 0: 98.39%, 1: 1.61%
Total size = 3,294 | train size = 3,294 | val size = 1,096 | test size = 1,086
With class_balance, effective train size = 106
Building model 0
MoleculeModel(
  (sigmoid): Sigmoid()
  (encoder): MPN(
    (encoder): ModuleList(
      (0): MPNEncoder(
        (dropout_layer): Dropout(p=0.35000000000000003, inplace=False)
        (act_func): ReLU()
        (W_i): Linear(in_features=147, out_features=1100, bias=False)
        (W_h): Linear(in_features=1100, out_features=1100, bias=False)
        (W_o): Linear(in_features=1233, out_features=1100, bias=True)
      )
    )
  )
  (ffn): Sequential(
    (0): Dropout(p=0.35000000000000003, inplace=False)
    (1): Linear(in_features=1328, out_features=1, bias=True)
  )
)
Number of parameters = 2,730,429
Moving model to cuda
Epoch 0
Validation prc-auc = 0.011273
Epoch 1
Validation prc-auc = 0.011306
Epoch 2
Validation prc-auc = 0.012255
Epoch 3
Validation prc-auc = 0.011841
Epoch 4
Loss = 7.0742e-01, PNorm = 50.2359, GNorm = 1.7267, lr_0 = 2.0385e-04
Loss = 9.1259e-01, PNorm = 50.2366, GNorm = 5.9021, lr_0 = 2.1077e-04
Validation prc-auc = 0.012759
Epoch 5
Validation prc-auc = 0.014184
Epoch 6
Validation prc-auc = 0.013402
Epoch 7
Validation prc-auc = 0.013000
Epoch 8
Validation prc-auc = 0.013626
Epoch 9
Loss = 7.2173e-01, PNorm = 50.2503, GNorm = 1.6722, lr_0 = 3.0077e-04
Validation prc-auc = 0.012971
Epoch 10
Validation prc-auc = 0.012891
Epoch 11
Validation prc-auc = 0.014519
Epoch 12
Validation prc-auc = 0.015480
Epoch 13
Validation prc-auc = 0.016204
Epoch 14
Loss = 7.0400e-01, PNorm = 50.2752, GNorm = 1.3703, lr_0 = 4.0462e-04
Validation prc-auc = 0.016597
Epoch 15
Validation prc-auc = 0.018956
Epoch 16
Validation prc-auc = 0.021484
Epoch 17
Validation prc-auc = 0.017468
Epoch 18
Loss = 7.0098e-01, PNorm = 50.3065, GNorm = 1.8848, lr_0 = 4.9462e-04
Loss = 7.1852e-01, PNorm = 50.3094, GNorm = 5.1108, lr_0 = 5.0154e-04
Validation prc-auc = 0.024219
Epoch 19
Validation prc-auc = 0.024486
Epoch 20
Validation prc-auc = 0.022677
Epoch 21
Validation prc-auc = 0.027469
Epoch 22
Validation prc-auc = 0.022151
Epoch 23
Loss = 7.1652e-01, PNorm = 50.3564, GNorm = 1.4086, lr_0 = 5.9846e-04
Loss = 5.7774e-01, PNorm = 50.3602, GNorm = 2.9159, lr_0 = 6.0538e-04
Validation prc-auc = 0.023943
Epoch 24
Validation prc-auc = 0.023485
Epoch 25
Validation prc-auc = 0.024220
Epoch 26
Validation prc-auc = 0.024443
Epoch 27
Validation prc-auc = 0.023341
Epoch 28
Loss = 7.0757e-01, PNorm = 50.4121, GNorm = 1.6006, lr_0 = 6.9538e-04
Validation prc-auc = 0.022082
Epoch 29
Validation prc-auc = 0.020482
Epoch 30
Validation prc-auc = 0.021601
Epoch 31
Validation prc-auc = 0.020557
Epoch 32
Validation prc-auc = 0.022255
Epoch 33
Loss = 6.9112e-01, PNorm = 50.4747, GNorm = 1.0522, lr_0 = 7.9923e-04
Validation prc-auc = 0.021324
Epoch 34
Validation prc-auc = 0.021624
Epoch 35
Validation prc-auc = 0.022438
Epoch 36
Validation prc-auc = 0.022214
Epoch 37
Loss = 6.5956e-01, PNorm = 50.5452, GNorm = 1.1593, lr_0 = 8.8923e-04
Loss = 6.7562e-01, PNorm = 50.5511, GNorm = 4.7290, lr_0 = 8.9615e-04
Validation prc-auc = 0.022054
Epoch 38
Validation prc-auc = 0.023655
Epoch 39
Validation prc-auc = 0.020374
Epoch 40
Validation prc-auc = 0.019319
Epoch 41
Validation prc-auc = 0.019362
Epoch 42
Loss = 5.6475e-01, PNorm = 50.6260, GNorm = 1.1636, lr_0 = 9.8615e-04
Validation prc-auc = 0.019634
Epoch 43
Validation prc-auc = 0.019954
Epoch 44
Validation prc-auc = 0.021224
Epoch 45
Validation prc-auc = 0.023300
Epoch 46
Validation prc-auc = 0.024904
Epoch 47
Loss = 5.9130e-01, PNorm = 50.7205, GNorm = 0.8507, lr_0 = 9.9977e-04
Validation prc-auc = 0.025766
Epoch 48
Validation prc-auc = 0.024310
Epoch 49
Validation prc-auc = 0.020765
Epoch 50
Validation prc-auc = 0.018687
Epoch 51
Loss = 6.1917e-01, PNorm = 50.7873, GNorm = 1.2744, lr_0 = 9.9954e-04
Loss = 5.1362e-01, PNorm = 50.7932, GNorm = 3.6745, lr_0 = 9.9952e-04
Validation prc-auc = 0.019182
Epoch 52
Validation prc-auc = 0.019455
Epoch 53
Validation prc-auc = 0.020920
Epoch 54
Validation prc-auc = 0.021656
Epoch 55
Validation prc-auc = 0.022438
Epoch 56
Loss = 6.5127e-01, PNorm = 50.8678, GNorm = 1.4998, lr_0 = 9.9927e-04
Loss = 4.8647e-01, PNorm = 50.8724, GNorm = 3.7044, lr_0 = 9.9926e-04
Validation prc-auc = 0.023149
Epoch 57
Validation prc-auc = 0.023103
Epoch 58
Validation prc-auc = 0.022128
Epoch 59
Validation prc-auc = 0.020387
Epoch 60
Validation prc-auc = 0.019152
Epoch 61
Loss = 6.4099e-01, PNorm = 50.9331, GNorm = 1.2912, lr_0 = 9.9903e-04
Validation prc-auc = 0.018736
Epoch 62
Validation prc-auc = 0.019355
Epoch 63
Validation prc-auc = 0.019780
Epoch 64
Validation prc-auc = 0.020294
Epoch 65
Validation prc-auc = 0.020794
Epoch 66
Loss = 5.5768e-01, PNorm = 51.0175, GNorm = 1.0255, lr_0 = 9.9876e-04
Validation prc-auc = 0.021067
Epoch 67
Validation prc-auc = 0.022662
Epoch 68
Validation prc-auc = 0.021720
Epoch 69
Validation prc-auc = 0.020245
Epoch 70
Loss = 6.2841e-01, PNorm = 51.0896, GNorm = 1.2453, lr_0 = 9.9853e-04
Loss = 5.9106e-01, PNorm = 51.0959, GNorm = 3.0173, lr_0 = 9.9851e-04
Validation prc-auc = 0.020054
Epoch 71
Validation prc-auc = 0.021360
Epoch 72
Validation prc-auc = 0.020882
Epoch 73
Validation prc-auc = 0.020222
Epoch 74
Validation prc-auc = 0.020089
Epoch 75
Loss = 5.8218e-01, PNorm = 51.1761, GNorm = 1.3817, lr_0 = 9.9828e-04
Validation prc-auc = 0.021612
Epoch 76
Validation prc-auc = 0.022161
Epoch 77
Validation prc-auc = 0.019793
Epoch 78
Validation prc-auc = 0.018574
Epoch 79
Validation prc-auc = 0.018503
Epoch 80
Loss = 5.7024e-01, PNorm = 51.2721, GNorm = 0.9881, lr_0 = 9.9802e-04
Validation prc-auc = 0.018799
Epoch 81
Validation prc-auc = 0.018851
Epoch 82
Validation prc-auc = 0.018968
Epoch 83
Validation prc-auc = 0.020124
Epoch 84
Loss = 5.6842e-01, PNorm = 51.3532, GNorm = 1.2138, lr_0 = 9.9779e-04
Loss = 3.2763e-01, PNorm = 51.3608, GNorm = 2.6697, lr_0 = 9.9777e-04
Validation prc-auc = 0.022388
Epoch 85
Validation prc-auc = 0.024224
Epoch 86
Validation prc-auc = 0.022533
Epoch 87
Validation prc-auc = 0.021710
Epoch 88
Validation prc-auc = 0.023391
Epoch 89
Loss = 5.9964e-01, PNorm = 51.4717, GNorm = 1.0830, lr_0 = 9.9752e-04
Loss = 3.7655e-01, PNorm = 51.4800, GNorm = 2.9773, lr_0 = 9.9750e-04
Validation prc-auc = 0.020015
Epoch 90
Validation prc-auc = 0.020294
Epoch 91
Validation prc-auc = 0.026243
Epoch 92
Validation prc-auc = 0.025526
Epoch 93
Validation prc-auc = 0.022778
Epoch 94
Loss = 5.7028e-01, PNorm = 51.5961, GNorm = 0.9577, lr_0 = 9.9727e-04
Validation prc-auc = 0.022274
Epoch 95
Validation prc-auc = 0.022581
Epoch 96
Validation prc-auc = 0.024652
Epoch 97
Validation prc-auc = 0.025759
Epoch 98
Validation prc-auc = 0.023972
Epoch 99
Loss = 4.1372e-01, PNorm = 51.7543, GNorm = 0.9350, lr_0 = 9.9701e-04
Validation prc-auc = 0.021870
Epoch 100
Validation prc-auc = 0.023995
Epoch 101
Validation prc-auc = 0.025461
Epoch 102
Validation prc-auc = 0.024038
Epoch 103
Loss = 5.2837e-01, PNorm = 51.8752, GNorm = 1.2480, lr_0 = 9.9678e-04
Loss = 2.9718e-01, PNorm = 51.8870, GNorm = 2.4941, lr_0 = 9.9676e-04
Validation prc-auc = 0.026913
Epoch 104
Validation prc-auc = 0.024160
Epoch 105
Validation prc-auc = 0.018499
Epoch 106
Validation prc-auc = 0.020504
Epoch 107
Validation prc-auc = 0.022094
Epoch 108
Loss = 4.8229e-01, PNorm = 52.0697, GNorm = 1.6705, lr_0 = 9.9651e-04
Validation prc-auc = 0.021861
Epoch 109
Validation prc-auc = 0.021958
Epoch 110
Validation prc-auc = 0.022850
Epoch 111
Validation prc-auc = 0.025331
Epoch 112
Validation prc-auc = 0.028294
Epoch 113
Loss = 6.0999e-01, PNorm = 52.2521, GNorm = 1.1500, lr_0 = 9.9627e-04
Validation prc-auc = 0.030731
Epoch 114
Validation prc-auc = 0.028729
Epoch 115
Validation prc-auc = 0.027819
Epoch 116
Validation prc-auc = 0.025459
Epoch 117
Loss = 4.9281e-01, PNorm = 52.3931, GNorm = 1.0987, lr_0 = 9.9604e-04
Loss = 5.3000e-01, PNorm = 52.4041, GNorm = 3.8648, lr_0 = 9.9602e-04
Validation prc-auc = 0.021171
Epoch 118
Validation prc-auc = 0.019680
Epoch 119
Validation prc-auc = 0.020343
Epoch 120
Validation prc-auc = 0.020479
Epoch 121
Validation prc-auc = 0.020394
Epoch 122
Loss = 5.2730e-01, PNorm = 52.5732, GNorm = 1.1675, lr_0 = 9.9577e-04
Loss = 3.4987e-01, PNorm = 52.5878, GNorm = 2.5069, lr_0 = 9.9575e-04
Validation prc-auc = 0.022019
Epoch 123
Validation prc-auc = 0.023743
Epoch 124
Validation prc-auc = 0.022887
Epoch 125
Validation prc-auc = 0.023598
Epoch 126
Validation prc-auc = 0.025813
Epoch 127
Loss = 4.8979e-01, PNorm = 52.7652, GNorm = 2.6256, lr_0 = 9.9552e-04
Validation prc-auc = 0.023728
Epoch 128
Validation prc-auc = 0.023315
Epoch 129
Validation prc-auc = 0.021940
Epoch 130
Validation prc-auc = 0.021439
Epoch 131
Validation prc-auc = 0.021087
Epoch 132
Loss = 3.9614e-01, PNorm = 52.9527, GNorm = 1.2587, lr_0 = 9.9526e-04
Validation prc-auc = 0.021189
Epoch 133
Validation prc-auc = 0.023611
Epoch 134
Validation prc-auc = 0.024303
Epoch 135
Validation prc-auc = 0.025867
Epoch 136
Loss = 3.8878e-01, PNorm = 53.1495, GNorm = 1.1224, lr_0 = 9.9503e-04
Loss = 4.8115e-01, PNorm = 53.1646, GNorm = 4.3160, lr_0 = 9.9501e-04
Validation prc-auc = 0.025916
Epoch 137
Validation prc-auc = 0.028944
Epoch 138
Validation prc-auc = 0.026865
Epoch 139
Validation prc-auc = 0.025318
Epoch 140
Validation prc-auc = 0.024962
Epoch 141
Loss = 4.9161e-01, PNorm = 53.4289, GNorm = 1.8093, lr_0 = 9.9477e-04
Validation prc-auc = 0.025683
Epoch 142
Validation prc-auc = 0.048432
Epoch 143
Validation prc-auc = 0.030074
Epoch 144
Validation prc-auc = 0.026724
Epoch 145
Validation prc-auc = 0.026034
Epoch 146
Loss = 3.8627e-01, PNorm = 53.6772, GNorm = 1.4788, lr_0 = 9.9452e-04
Validation prc-auc = 0.024190
Epoch 147
Validation prc-auc = 0.022453
Epoch 148
Validation prc-auc = 0.022055
Epoch 149
Validation prc-auc = 0.024072
Epoch 150
Loss = 4.5393e-01, PNorm = 53.8827, GNorm = 3.2452, lr_0 = 9.9429e-04
Loss = 5.0437e-01, PNorm = 53.8954, GNorm = 6.7741, lr_0 = 9.9427e-04
Validation prc-auc = 0.022960
Epoch 151
Validation prc-auc = 0.020621
Epoch 152
Validation prc-auc = 0.021959
Epoch 153
Validation prc-auc = 0.022789
Epoch 154
Validation prc-auc = 0.021197
Epoch 155
Loss = 3.9524e-01, PNorm = 54.1217, GNorm = 1.3749, lr_0 = 9.9403e-04
Loss = 4.8089e-01, PNorm = 54.1381, GNorm = 2.8588, lr_0 = 9.9401e-04
Validation prc-auc = 0.020057
Epoch 156
Validation prc-auc = 0.019608
Epoch 157
Validation prc-auc = 0.022366
Epoch 158
Validation prc-auc = 0.023568
Epoch 159
Validation prc-auc = 0.023459
Epoch 160
Loss = 3.6532e-01, PNorm = 54.3667, GNorm = 1.1252, lr_0 = 9.9378e-04
Validation prc-auc = 0.023162
Epoch 161
Validation prc-auc = 0.023007
Epoch 162
Validation prc-auc = 0.025172
Epoch 163
Validation prc-auc = 0.026660
Epoch 164
Validation prc-auc = 0.028983
Epoch 165
Loss = 2.2076e-01, PNorm = 54.5907, GNorm = 0.8712, lr_0 = 9.9351e-04
Validation prc-auc = 0.035551
Epoch 166
Validation prc-auc = 0.033757
Epoch 167
Validation prc-auc = 0.026883
Epoch 168
Validation prc-auc = 0.026692
Epoch 169
Loss = 2.1582e-01, PNorm = 54.7902, GNorm = 1.4647, lr_0 = 9.9329e-04
Loss = 2.4916e-01, PNorm = 54.8062, GNorm = 3.3539, lr_0 = 9.9327e-04
Validation prc-auc = 0.028616
Epoch 170
Validation prc-auc = 0.026922
Epoch 171
Validation prc-auc = 0.026409
Epoch 172
Validation prc-auc = 0.026281
Epoch 173
Validation prc-auc = 0.021803
Epoch 174
Loss = 3.0920e-01, PNorm = 55.0449, GNorm = 1.5742, lr_0 = 9.9302e-04
Validation prc-auc = 0.023718
Epoch 175
Validation prc-auc = 0.026224
Epoch 176
Validation prc-auc = 0.027789
Epoch 177
Validation prc-auc = 0.026085
Epoch 178
Validation prc-auc = 0.031966
Epoch 179
Loss = 3.6313e-01, PNorm = 55.2992, GNorm = 2.4710, lr_0 = 9.9277e-04
Validation prc-auc = 0.025585
Epoch 180
Validation prc-auc = 0.024106
Epoch 181
Validation prc-auc = 0.024291
Epoch 182
Validation prc-auc = 0.022524
Epoch 183
Loss = 2.5056e-01, PNorm = 55.5247, GNorm = 3.8221, lr_0 = 9.9253e-04
Validation prc-auc = 0.024342
Epoch 184
Validation prc-auc = 0.032998
Epoch 185
Validation prc-auc = 0.044812
Epoch 186
Validation prc-auc = 0.030325
Epoch 187
Validation prc-auc = 0.028949
Epoch 188
Loss = 2.2154e-01, PNorm = 55.7416, GNorm = 1.1437, lr_0 = 9.9228e-04
Loss = 2.0768e-01, PNorm = 55.7582, GNorm = 4.8592, lr_0 = 9.9226e-04
Validation prc-auc = 0.030950
Epoch 189
Validation prc-auc = 0.025549
Epoch 190
Validation prc-auc = 0.025929
Epoch 191
Validation prc-auc = 0.026470
Epoch 192
Validation prc-auc = 0.027307
Epoch 193
Loss = 2.6808e-01, PNorm = 56.0363, GNorm = 1.6187, lr_0 = 9.9204e-04
Validation prc-auc = 0.026192
Epoch 194
Validation prc-auc = 0.025498
Epoch 195
Validation prc-auc = 0.025246
Epoch 196
Validation prc-auc = 0.027986
Epoch 197
Validation prc-auc = 0.024077
Epoch 198
Loss = 2.3168e-01, PNorm = 56.3434, GNorm = 1.0520, lr_0 = 9.9177e-04
Validation prc-auc = 0.022602
Epoch 199
Validation prc-auc = 0.022319
Epoch 200
Validation prc-auc = 0.022036
Epoch 201
Validation prc-auc = 0.023028
Epoch 202
Loss = 2.1346e-01, PNorm = 56.5591, GNorm = 1.9026, lr_0 = 9.9154e-04
Loss = 4.1280e-01, PNorm = 56.5702, GNorm = 9.9913, lr_0 = 9.9153e-04
Validation prc-auc = 0.022338
Epoch 203
Validation prc-auc = 0.022691
Epoch 204
Validation prc-auc = 0.024631
Epoch 205
Validation prc-auc = 0.025115
Epoch 206
Validation prc-auc = 0.025816
Epoch 207
Loss = 2.3021e-01, PNorm = 56.8038, GNorm = 3.6639, lr_0 = 9.9128e-04
Loss = 1.7173e-01, PNorm = 56.8271, GNorm = 2.7799, lr_0 = 9.9126e-04
Validation prc-auc = 0.026615
Epoch 208
Validation prc-auc = 0.029831
Epoch 209
Validation prc-auc = 0.026735
Epoch 210
Validation prc-auc = 0.025463
Epoch 211
Validation prc-auc = 0.029344
Epoch 212
Loss = 2.6993e-01, PNorm = 57.1601, GNorm = 1.6168, lr_0 = 9.9103e-04
Validation prc-auc = 0.031713
Epoch 213
Validation prc-auc = 0.033430
Epoch 214
Validation prc-auc = 0.026960
Epoch 215
Validation prc-auc = 0.017273
Epoch 216
Loss = 3.3622e-01, PNorm = 57.5130, GNorm = 2.5802, lr_0 = 9.9079e-04
Validation prc-auc = 0.020676
Epoch 217
Validation prc-auc = 0.020183
Epoch 218
Validation prc-auc = 0.021188
Epoch 219
Validation prc-auc = 0.021787
Epoch 220
Validation prc-auc = 0.022033
Epoch 221
Loss = 2.9516e-01, PNorm = 57.8205, GNorm = 1.3608, lr_0 = 9.9054e-04
Loss = 1.7144e-01, PNorm = 57.8397, GNorm = 3.2826, lr_0 = 9.9052e-04
Validation prc-auc = 0.023501
Epoch 222
Validation prc-auc = 0.025448
Epoch 223
Validation prc-auc = 0.027306
Epoch 224
Validation prc-auc = 0.019850
Epoch 225
Validation prc-auc = 0.018907
Epoch 226
Loss = 2.2368e-01, PNorm = 58.0677, GNorm = 1.9439, lr_0 = 9.9030e-04
Validation prc-auc = 0.019846
Epoch 227
Validation prc-auc = 0.020212
Epoch 228
Validation prc-auc = 0.020971
Epoch 229
Validation prc-auc = 0.023205
Epoch 230
Validation prc-auc = 0.025200
Epoch 231
Loss = 1.6529e-01, PNorm = 58.3263, GNorm = 1.0508, lr_0 = 9.9003e-04
Validation prc-auc = 0.026612
Epoch 232
Validation prc-auc = 0.027171
Epoch 233
Validation prc-auc = 0.023920
Epoch 234
Validation prc-auc = 0.023933
Epoch 235
Loss = 1.6548e-01, PNorm = 58.5555, GNorm = 1.1731, lr_0 = 9.8980e-04
Loss = 1.1139e-01, PNorm = 58.5699, GNorm = 2.9686, lr_0 = 9.8979e-04
Validation prc-auc = 0.025679
Epoch 236
Validation prc-auc = 0.026796
Epoch 237
Validation prc-auc = 0.024583
Epoch 238
Validation prc-auc = 0.023823
Epoch 239
Validation prc-auc = 0.023869
Epoch 240
Loss = 2.7773e-01, PNorm = 58.7771, GNorm = 3.3331, lr_0 = 9.8954e-04
Loss = 2.8403e-01, PNorm = 58.7896, GNorm = 5.8156, lr_0 = 9.8952e-04
Validation prc-auc = 0.025639
Epoch 241
Validation prc-auc = 0.026531
Epoch 242
Validation prc-auc = 0.023803
Epoch 243
Validation prc-auc = 0.023651
Epoch 244
Validation prc-auc = 0.021679
Epoch 245
Loss = 1.1470e-01, PNorm = 59.0105, GNorm = 0.8753, lr_0 = 9.8930e-04
Validation prc-auc = 0.021610
Epoch 246
Validation prc-auc = 0.024855
Epoch 247
Validation prc-auc = 0.025066
Epoch 248
Validation prc-auc = 0.023927
Epoch 249
Loss = 3.9109e-01, PNorm = 59.2354, GNorm = 3.9202, lr_0 = 9.8905e-04
Validation prc-auc = 0.024391
Epoch 250
Validation prc-auc = 0.023962
Epoch 251
Validation prc-auc = 0.024125
Epoch 252
Validation prc-auc = 0.023981
Epoch 253
Validation prc-auc = 0.023635
Epoch 254
Loss = 1.3095e-01, PNorm = 59.4368, GNorm = 0.9478, lr_0 = 9.8880e-04
Loss = 4.3884e-02, PNorm = 59.4541, GNorm = 0.8277, lr_0 = 9.8879e-04
Validation prc-auc = 0.022925
Epoch 255
Validation prc-auc = 0.022525
Epoch 256
Validation prc-auc = 0.022036
Epoch 257
Validation prc-auc = 0.024023
Epoch 258
Validation prc-auc = 0.024424
Epoch 259
Loss = 2.4537e-01, PNorm = 59.6757, GNorm = 2.6476, lr_0 = 9.8856e-04
Validation prc-auc = 0.023628
Epoch 260
Validation prc-auc = 0.023417
Epoch 261
Validation prc-auc = 0.023404
Epoch 262
Validation prc-auc = 0.024073
Epoch 263
Validation prc-auc = 0.021644
Epoch 264
Loss = 1.3427e-01, PNorm = 59.8519, GNorm = 2.8618, lr_0 = 9.8830e-04
Validation prc-auc = 0.021618
Epoch 265
Validation prc-auc = 0.024689
Epoch 266
Validation prc-auc = 0.025189
Epoch 267
Validation prc-auc = 0.026101
Epoch 268
Loss = 2.3021e-01, PNorm = 60.0276, GNorm = 2.5685, lr_0 = 9.8807e-04
Loss = 3.1263e-01, PNorm = 60.0423, GNorm = 5.9870, lr_0 = 9.8805e-04
Validation prc-auc = 0.027229
Epoch 269
Validation prc-auc = 0.025695
Epoch 270
Validation prc-auc = 0.023001
Epoch 271
Validation prc-auc = 0.022992
Epoch 272
Validation prc-auc = 0.023290
Epoch 273
Loss = 9.6884e-02, PNorm = 60.3249, GNorm = 1.4358, lr_0 = 9.8781e-04
Loss = 1.2235e-01, PNorm = 60.3470, GNorm = 3.5366, lr_0 = 9.8779e-04
Validation prc-auc = 0.023567
Epoch 274
Validation prc-auc = 0.024954
Epoch 275
Validation prc-auc = 0.026537
Epoch 276
Validation prc-auc = 0.027680
Epoch 277
Validation prc-auc = 0.028974
Epoch 278
Loss = 1.4512e-01, PNorm = 60.5888, GNorm = 0.8641, lr_0 = 9.8756e-04
Validation prc-auc = 0.029584
Epoch 279
Validation prc-auc = 0.027732
Epoch 280
Validation prc-auc = 0.027210
Epoch 281
Validation prc-auc = 0.029509
Epoch 282
Validation prc-auc = 0.028606
Epoch 283
Loss = 1.5352e-01, PNorm = 60.8383, GNorm = 1.6550, lr_0 = 9.8730e-04
Validation prc-auc = 0.025492
Epoch 284
Validation prc-auc = 0.025164
Epoch 285
Validation prc-auc = 0.022614
Epoch 286
Validation prc-auc = 0.024138
Epoch 287
Loss = 1.3964e-01, PNorm = 61.0049, GNorm = 0.8019, lr_0 = 9.8707e-04
Loss = 2.5394e-02, PNorm = 61.0198, GNorm = 0.6803, lr_0 = 9.8705e-04
Validation prc-auc = 0.026236
Epoch 288
Validation prc-auc = 0.026448
Epoch 289
Validation prc-auc = 0.026808
Epoch 290
Validation prc-auc = 0.026049
Epoch 291
Validation prc-auc = 0.024133
Epoch 292
Loss = 8.4653e-02, PNorm = 61.1942, GNorm = 0.8624, lr_0 = 9.8683e-04
Validation prc-auc = 0.025354
Epoch 293
Validation prc-auc = 0.027568
Epoch 294
Validation prc-auc = 0.039245
Epoch 295
Validation prc-auc = 0.040568
Epoch 296
Validation prc-auc = 0.034232
Epoch 297
Loss = 1.8234e-01, PNorm = 61.4423, GNorm = 2.4553, lr_0 = 9.8656e-04
Validation prc-auc = 0.034244
Epoch 298
Validation prc-auc = 0.032388
Epoch 299
Validation prc-auc = 0.031073
Epoch 300
Validation prc-auc = 0.029062
Epoch 301
Loss = 2.1623e-01, PNorm = 61.6855, GNorm = 1.4970, lr_0 = 9.8634e-04
Loss = 2.5764e-02, PNorm = 61.7030, GNorm = 0.4630, lr_0 = 9.8632e-04
Validation prc-auc = 0.024920
Epoch 302
Validation prc-auc = 0.023363
Epoch 303
Validation prc-auc = 0.023442
Epoch 304
Validation prc-auc = 0.023902
Epoch 305
Validation prc-auc = 0.024448
Epoch 306
Loss = 6.6321e-02, PNorm = 61.8951, GNorm = 1.1816, lr_0 = 9.8607e-04
Loss = 9.8048e-03, PNorm = 61.9055, GNorm = 0.4148, lr_0 = 9.8606e-04
Validation prc-auc = 0.024355
Epoch 307
Validation prc-auc = 0.022687
Epoch 308
Validation prc-auc = 0.020824
Epoch 309
Validation prc-auc = 0.021846
Epoch 310
Validation prc-auc = 0.023025
Epoch 311
Loss = 2.0932e-01, PNorm = 62.0458, GNorm = 1.8514, lr_0 = 9.8583e-04
Validation prc-auc = 0.023258
Epoch 312
Validation prc-auc = 0.022274
Epoch 313
Validation prc-auc = 0.022667
Epoch 314
Validation prc-auc = 0.022983
Epoch 315
Validation prc-auc = 0.022504
Epoch 316
Loss = 1.5442e-01, PNorm = 62.1969, GNorm = 2.0448, lr_0 = 9.8557e-04
Validation prc-auc = 0.021310
Epoch 317
Validation prc-auc = 0.020654
Epoch 318
Validation prc-auc = 0.020164
Epoch 319
Validation prc-auc = 0.019639
Epoch 320
Loss = 7.9596e-02, PNorm = 62.3066, GNorm = 2.3539, lr_0 = 9.8534e-04
Loss = 1.4904e-02, PNorm = 62.3125, GNorm = 0.4005, lr_0 = 9.8532e-04
Validation prc-auc = 0.020224
Epoch 321
Validation prc-auc = 0.020760
Epoch 322
Validation prc-auc = 0.021224
Epoch 323
Validation prc-auc = 0.021505
Epoch 324
Validation prc-auc = 0.021216
Epoch 325
Loss = 1.7580e-02, PNorm = 62.4026, GNorm = 0.3032, lr_0 = 9.8509e-04
Validation prc-auc = 0.021573
Epoch 326
Validation prc-auc = 0.023038
Epoch 327
Validation prc-auc = 0.022218
Epoch 328
Validation prc-auc = 0.022105
Epoch 329
Validation prc-auc = 0.022405
Epoch 330
Loss = 2.0125e-01, PNorm = 62.5403, GNorm = 1.4100, lr_0 = 9.8483e-04
Validation prc-auc = 0.022762
Epoch 331
Validation prc-auc = 0.019464
Epoch 332
Validation prc-auc = 0.021436
Epoch 333
Validation prc-auc = 0.021063
Epoch 334
Loss = 1.7561e-01, PNorm = 62.7454, GNorm = 1.3551, lr_0 = 9.8461e-04
Loss = 2.3604e-02, PNorm = 62.7649, GNorm = 0.8051, lr_0 = 9.8459e-04
Validation prc-auc = 0.021743
Epoch 335
Validation prc-auc = 0.024150
Epoch 336
Validation prc-auc = 0.024724
Epoch 337
Validation prc-auc = 0.022938
Epoch 338
Validation prc-auc = 0.021576
Epoch 339
Loss = 1.4116e-01, PNorm = 62.9787, GNorm = 2.5081, lr_0 = 9.8434e-04
Loss = 6.4566e-02, PNorm = 62.9904, GNorm = 1.4822, lr_0 = 9.8433e-04
Validation prc-auc = 0.021968
Epoch 340
Validation prc-auc = 0.023581
Epoch 341
Validation prc-auc = 0.024033
Epoch 342
Validation prc-auc = 0.025472
Epoch 343
Validation prc-auc = 0.026395
Epoch 344
Loss = 8.2149e-02, PNorm = 63.1357, GNorm = 0.8140, lr_0 = 9.8410e-04
Validation prc-auc = 0.023419
Epoch 345
Validation prc-auc = 0.018956
Epoch 346
Validation prc-auc = 0.021205
Epoch 347
Validation prc-auc = 0.024926
Epoch 348
Validation prc-auc = 0.026728
Epoch 349
Loss = 1.1002e-01, PNorm = 63.4117, GNorm = 1.9435, lr_0 = 9.8384e-04
Validation prc-auc = 0.024377
Epoch 350
Validation prc-auc = 0.024222
Epoch 351
Validation prc-auc = 0.023746
Epoch 352
Validation prc-auc = 0.023397
Epoch 353
Loss = 1.0487e-01, PNorm = 63.6355, GNorm = 0.8374, lr_0 = 9.8361e-04
Loss = 1.1014e-03, PNorm = 63.6488, GNorm = 0.0440, lr_0 = 9.8359e-04
Validation prc-auc = 0.022856
Epoch 354
Validation prc-auc = 0.021053
Epoch 355
Validation prc-auc = 0.020285
Epoch 356
Validation prc-auc = 0.020364
Epoch 357
Validation prc-auc = 0.020490
Epoch 358
Loss = 4.3713e-02, PNorm = 63.8366, GNorm = 0.7987, lr_0 = 9.8335e-04
Validation prc-auc = 0.021294
Epoch 359
Validation prc-auc = 0.021275
Epoch 360
Validation prc-auc = 0.021654
Epoch 361
Validation prc-auc = 0.021653
Epoch 362
Validation prc-auc = 0.020553
Epoch 363
Loss = 5.0394e-02, PNorm = 64.0064, GNorm = 0.8505, lr_0 = 9.8311e-04
Validation prc-auc = 0.019683
Epoch 364
Validation prc-auc = 0.019956
Epoch 365
Validation prc-auc = 0.019809
Epoch 366
Validation prc-auc = 0.019937
Epoch 367
Loss = 5.0205e-02, PNorm = 64.1345, GNorm = 1.7912, lr_0 = 9.8288e-04
Loss = 6.3497e-01, PNorm = 64.1428, GNorm = 10.5715, lr_0 = 9.8286e-04
Validation prc-auc = 0.020534
Epoch 368
Validation prc-auc = 0.021918
Epoch 369
Validation prc-auc = 0.022890
Epoch 370
Validation prc-auc = 0.022024
Epoch 371
Validation prc-auc = 0.020737
Epoch 372
Loss = 2.1514e-01, PNorm = 64.3828, GNorm = 2.4783, lr_0 = 9.8262e-04
Loss = 2.0788e-01, PNorm = 64.4040, GNorm = 3.4617, lr_0 = 9.8260e-04
Validation prc-auc = 0.019156
Epoch 373
Validation prc-auc = 0.018919
Epoch 374
Validation prc-auc = 0.018825
Epoch 375
Validation prc-auc = 0.018882
Epoch 376
Validation prc-auc = 0.019055
Epoch 377
Loss = 1.9833e-01, PNorm = 64.6315, GNorm = 1.5488, lr_0 = 9.8237e-04
Validation prc-auc = 0.018773
Epoch 378
Validation prc-auc = 0.019009
Epoch 379
Validation prc-auc = 0.019173
Epoch 380
Validation prc-auc = 0.018672
Epoch 381
Validation prc-auc = 0.018171
Epoch 382
Loss = 7.7974e-02, PNorm = 64.8478, GNorm = 1.2917, lr_0 = 9.8211e-04
Validation prc-auc = 0.018017
Epoch 383
Validation prc-auc = 0.018045
Epoch 384
Validation prc-auc = 0.018091
Epoch 385
Validation prc-auc = 0.018174
Epoch 386
Loss = 6.3024e-02, PNorm = 64.9717, GNorm = 0.7067, lr_0 = 9.8189e-04
Loss = 2.3332e-01, PNorm = 64.9793, GNorm = 4.3832, lr_0 = 9.8187e-04
Validation prc-auc = 0.018540
Epoch 387
Validation prc-auc = 0.018635
Epoch 388
Validation prc-auc = 0.018638
Epoch 389
Validation prc-auc = 0.018692
Epoch 390
Validation prc-auc = 0.018585
Epoch 391
Loss = 1.1407e-01, PNorm = 65.0744, GNorm = 1.0943, lr_0 = 9.8163e-04
Validation prc-auc = 0.018678
Epoch 392
Validation prc-auc = 0.018711
Epoch 393
Validation prc-auc = 0.018683
Epoch 394
Validation prc-auc = 0.018588
Epoch 395
Validation prc-auc = 0.018544
Epoch 396
Loss = 6.3528e-02, PNorm = 65.1410, GNorm = 1.0369, lr_0 = 9.8138e-04
Validation prc-auc = 0.018562
Epoch 397
Validation prc-auc = 0.018517
Epoch 398
Validation prc-auc = 0.018730
Epoch 399
Validation prc-auc = 0.019128
Epoch 400
Loss = 1.0758e-01, PNorm = 65.2500, GNorm = 1.8669, lr_0 = 9.8116e-04
Loss = 9.1614e-03, PNorm = 65.2576, GNorm = 0.2490, lr_0 = 9.8114e-04
Validation prc-auc = 0.019664
Epoch 401
Validation prc-auc = 0.019822
Epoch 402
Validation prc-auc = 0.019702
Epoch 403
Validation prc-auc = 0.019813
Epoch 404
Validation prc-auc = 0.020094
Epoch 405
Loss = 2.9656e-02, PNorm = 65.3465, GNorm = 0.4722, lr_0 = 9.8089e-04
Loss = 5.4576e-02, PNorm = 65.3529, GNorm = 1.7359, lr_0 = 9.8088e-04
Validation prc-auc = 0.020223
Epoch 406
Validation prc-auc = 0.020646
Epoch 407
Validation prc-auc = 0.020190
Epoch 408
Validation prc-auc = 0.020050
Epoch 409
Validation prc-auc = 0.019616
Epoch 410
Loss = 9.7503e-02, PNorm = 65.4176, GNorm = 1.3717, lr_0 = 9.8065e-04
Validation prc-auc = 0.020068
Epoch 411
Validation prc-auc = 0.020443
Epoch 412
Validation prc-auc = 0.021493
Epoch 413
Validation prc-auc = 0.022384
Epoch 414
Validation prc-auc = 0.022832
Epoch 415
Loss = 4.3557e-02, PNorm = 65.4735, GNorm = 1.4133, lr_0 = 9.8039e-04
Validation prc-auc = 0.021837
Epoch 416
Validation prc-auc = 0.020416
Epoch 417
Validation prc-auc = 0.019991
Epoch 418
Validation prc-auc = 0.020083
Epoch 419
Loss = 1.5409e-02, PNorm = 65.5254, GNorm = 0.2150, lr_0 = 9.8016e-04
Loss = 7.6516e-03, PNorm = 65.5297, GNorm = 0.2386, lr_0 = 9.8015e-04
Validation prc-auc = 0.020089
Epoch 420
Validation prc-auc = 0.020264
Epoch 421
Validation prc-auc = 0.020354
Epoch 422
Validation prc-auc = 0.020454
Epoch 423
Validation prc-auc = 0.021901
Epoch 424
Loss = 9.7887e-02, PNorm = 65.6045, GNorm = 0.4126, lr_0 = 9.7990e-04
Validation prc-auc = 0.023131
Epoch 425
Validation prc-auc = 0.022808
Epoch 426
Validation prc-auc = 0.021962
Epoch 427
Validation prc-auc = 0.021424
Epoch 428
Validation prc-auc = 0.020888
Epoch 429
Loss = 8.2014e-02, PNorm = 65.7397, GNorm = 0.8782, lr_0 = 9.7966e-04
Validation prc-auc = 0.019854
Epoch 430
Validation prc-auc = 0.019169
Epoch 431
Validation prc-auc = 0.018786
Epoch 432
Validation prc-auc = 0.018364
Epoch 433
Loss = 2.9368e-02, PNorm = 65.9029, GNorm = 0.1647, lr_0 = 9.7942e-04
Validation prc-auc = 0.018149
Epoch 434
Validation prc-auc = 0.017971
Epoch 435
Validation prc-auc = 0.018213
Epoch 436
Validation prc-auc = 0.018468
Epoch 437
Validation prc-auc = 0.018636
Epoch 438
Loss = 1.8006e-02, PNorm = 65.9985, GNorm = 0.2664, lr_0 = 9.7917e-04
Loss = 4.9950e-03, PNorm = 66.0032, GNorm = 0.2193, lr_0 = 9.7916e-04
Validation prc-auc = 0.018831
Epoch 439
Validation prc-auc = 0.018679
Epoch 440
Validation prc-auc = 0.018519
Epoch 441
Validation prc-auc = 0.018502
Epoch 442
Validation prc-auc = 0.018701
Epoch 443
Loss = 2.2241e-02, PNorm = 66.0499, GNorm = 0.7869, lr_0 = 9.7893e-04
Validation prc-auc = 0.018933
Epoch 444
Validation prc-auc = 0.019125
Epoch 445
Validation prc-auc = 0.019021
Epoch 446
Validation prc-auc = 0.018989
Epoch 447
Validation prc-auc = 0.018848
Epoch 448
Loss = 1.2214e-02, PNorm = 66.0879, GNorm = 0.2524, lr_0 = 9.7867e-04
Validation prc-auc = 0.018686
Epoch 449
Validation prc-auc = 0.018953
Epoch 450
Validation prc-auc = 0.019966
Epoch 451
Validation prc-auc = 0.020516
Epoch 452
Loss = 2.6826e-02, PNorm = 66.1520, GNorm = 1.2392, lr_0 = 9.7845e-04
Loss = 1.4495e-03, PNorm = 66.1568, GNorm = 0.0565, lr_0 = 9.7843e-04
Validation prc-auc = 0.020620
Epoch 453
Validation prc-auc = 0.020280
Epoch 454
Validation prc-auc = 0.020197
Epoch 455
Validation prc-auc = 0.021788
Epoch 456
Validation prc-auc = 0.024689
Epoch 457
Loss = 1.0379e-01, PNorm = 66.2561, GNorm = 1.2537, lr_0 = 9.7819e-04
Loss = 2.3581e-03, PNorm = 66.2675, GNorm = 0.0655, lr_0 = 9.7817e-04
Validation prc-auc = 0.024162
Epoch 458
Validation prc-auc = 0.023520
Epoch 459
Validation prc-auc = 0.023807
Epoch 460
Validation prc-auc = 0.024984
Epoch 461
Validation prc-auc = 0.026330
Epoch 462
Loss = 4.1344e-02, PNorm = 66.4224, GNorm = 0.8156, lr_0 = 9.7794e-04
Validation prc-auc = 0.027747
Epoch 463
Validation prc-auc = 0.028585
Epoch 464
Validation prc-auc = 0.028496
Epoch 465
Validation prc-auc = 0.027912
Epoch 466
Loss = 4.0145e-02, PNorm = 66.5460, GNorm = 0.1546, lr_0 = 9.7770e-04
Validation prc-auc = 0.026676
Epoch 467
Validation prc-auc = 0.026001
Epoch 468
Validation prc-auc = 0.025117
Epoch 469
Validation prc-auc = 0.026968
Epoch 470
Validation prc-auc = 0.025847
Epoch 471
Loss = 9.4987e-02, PNorm = 66.7043, GNorm = 1.2129, lr_0 = 9.7746e-04
Loss = 1.5061e-02, PNorm = 66.7170, GNorm = 0.5612, lr_0 = 9.7744e-04
Validation prc-auc = 0.026532
Epoch 472
Validation prc-auc = 0.026268
Epoch 473
Validation prc-auc = 0.025458
Epoch 474
Validation prc-auc = 0.024403
Epoch 475
Validation prc-auc = 0.023772
Epoch 476
Loss = 1.1658e-02, PNorm = 66.8427, GNorm = 0.2356, lr_0 = 9.7721e-04
Validation prc-auc = 0.023369
Epoch 477
Validation prc-auc = 0.023386
Epoch 478
Validation prc-auc = 0.022867
Epoch 479
Validation prc-auc = 0.023484
Epoch 480
Validation prc-auc = 0.024673
Epoch 481
Loss = 7.0426e-02, PNorm = 66.9754, GNorm = 1.1956, lr_0 = 9.7695e-04
Validation prc-auc = 0.025626
Epoch 482
Validation prc-auc = 0.026153
Epoch 483
Validation prc-auc = 0.026321
Epoch 484
Validation prc-auc = 0.026368
Epoch 485
Loss = 1.9511e-02, PNorm = 67.0684, GNorm = 0.6145, lr_0 = 9.7673e-04
Loss = 1.0198e-02, PNorm = 67.0747, GNorm = 0.3605, lr_0 = 9.7671e-04
Validation prc-auc = 0.027320
Epoch 486
Validation prc-auc = 0.027416
Epoch 487
Validation prc-auc = 0.026782
Epoch 488
Validation prc-auc = 0.024578
Epoch 489
Validation prc-auc = 0.023367
Epoch 490
Loss = 5.1818e-02, PNorm = 67.1448, GNorm = 1.4888, lr_0 = 9.7647e-04
Loss = 2.2890e-03, PNorm = 67.1503, GNorm = 0.0747, lr_0 = 9.7645e-04
Validation prc-auc = 0.022884
Epoch 491
Validation prc-auc = 0.022347
Epoch 492
Validation prc-auc = 0.022123
Epoch 493
Validation prc-auc = 0.021363
Epoch 494
Validation prc-auc = 0.021167
Epoch 495
Loss = 5.7282e-02, PNorm = 67.2215, GNorm = 0.7905, lr_0 = 9.7623e-04
Validation prc-auc = 0.021033
Epoch 496
Validation prc-auc = 0.021054
Epoch 497
Validation prc-auc = 0.021815
Epoch 498
Validation prc-auc = 0.022140
Epoch 499
Loss = 5.3103e-02, PNorm = 67.3094, GNorm = 0.5457, lr_0 = 9.7599e-04
Validation prc-auc = 0.023529
Epoch 500
Validation prc-auc = 0.023902
Epoch 501
Validation prc-auc = 0.024191
Epoch 502
Validation prc-auc = 0.024413
Epoch 503
Validation prc-auc = 0.024975
Epoch 504
Loss = 3.1760e-02, PNorm = 67.3963, GNorm = 1.2785, lr_0 = 9.7574e-04
Loss = 2.8055e-03, PNorm = 67.4010, GNorm = 0.1150, lr_0 = 9.7573e-04
Validation prc-auc = 0.025018
Epoch 505
Validation prc-auc = 0.025116
Epoch 506
Validation prc-auc = 0.022086
Epoch 507
Validation prc-auc = 0.020323
Epoch 508
Validation prc-auc = 0.020621
Epoch 509
Loss = 5.6203e-02, PNorm = 67.5272, GNorm = 1.4955, lr_0 = 9.7550e-04
Validation prc-auc = 0.020610
Epoch 510
Validation prc-auc = 0.020461
Epoch 511
Validation prc-auc = 0.019602
Epoch 512
Validation prc-auc = 0.019963
Epoch 513
Validation prc-auc = 0.021350
Epoch 514
Loss = 8.8632e-02, PNorm = 67.7353, GNorm = 1.5472, lr_0 = 9.7524e-04
Validation prc-auc = 0.022205
Epoch 515
Validation prc-auc = 0.022596
Epoch 516
Validation prc-auc = 0.022843
Epoch 517
Validation prc-auc = 0.023793
Epoch 518
Loss = 4.3486e-02, PNorm = 67.8667, GNorm = 0.6292, lr_0 = 9.7502e-04
Loss = 1.7960e-02, PNorm = 67.8762, GNorm = 0.7789, lr_0 = 9.7500e-04
Validation prc-auc = 0.024421
Epoch 519
Validation prc-auc = 0.026857
Epoch 520
Validation prc-auc = 0.026759
Epoch 521
Validation prc-auc = 0.025275
Epoch 522
Validation prc-auc = 0.025496
Epoch 523
Loss = 1.0467e-01, PNorm = 68.0138, GNorm = 0.9430, lr_0 = 9.7476e-04
Loss = 4.4930e-03, PNorm = 68.0240, GNorm = 0.1605, lr_0 = 9.7474e-04
Validation prc-auc = 0.026437
Epoch 524
Validation prc-auc = 0.026475
Epoch 525
Validation prc-auc = 0.026017
Epoch 526
Validation prc-auc = 0.025303
Epoch 527
Validation prc-auc = 0.024958
Epoch 528
Loss = 1.3716e-02, PNorm = 68.1173, GNorm = 0.2822, lr_0 = 9.7452e-04
Validation prc-auc = 0.024670
Epoch 529
Validation prc-auc = 0.024526
Epoch 530
Validation prc-auc = 0.025106
Epoch 531
Validation prc-auc = 0.024710
Epoch 532
Validation prc-auc = 0.024066
Epoch 533
Loss = 2.6917e-01, PNorm = 68.2487, GNorm = 2.9363, lr_0 = 9.7426e-04
Validation prc-auc = 0.023855
Epoch 534
Validation prc-auc = 0.025565
Epoch 535
Validation prc-auc = 0.025491
Epoch 536
Validation prc-auc = 0.026647
Epoch 537
Loss = 1.1243e-01, PNorm = 68.3826, GNorm = 2.0724, lr_0 = 9.7403e-04
Loss = 1.3627e-02, PNorm = 68.3967, GNorm = 0.5001, lr_0 = 9.7401e-04
Validation prc-auc = 0.027390
Epoch 538
Validation prc-auc = 0.028578
Epoch 539
Validation prc-auc = 0.026549
Epoch 540
Validation prc-auc = 0.021528
Epoch 541
Validation prc-auc = 0.019964
Epoch 542
Loss = 9.4241e-02, PNorm = 68.6657, GNorm = 1.6533, lr_0 = 9.7379e-04
Validation prc-auc = 0.019699
Epoch 543
Validation prc-auc = 0.020317
Epoch 544
Validation prc-auc = 0.019801
Epoch 545
Validation prc-auc = 0.019165
Epoch 546
Validation prc-auc = 0.018752
Epoch 547
Loss = 3.0909e-02, PNorm = 68.9691, GNorm = 0.8679, lr_0 = 9.7353e-04
Validation prc-auc = 0.020146
Epoch 548
Validation prc-auc = 0.020220
Epoch 549
Validation prc-auc = 0.017329
Epoch 550
Validation prc-auc = 0.016739
Epoch 551
Loss = 1.4530e-01, PNorm = 69.1599, GNorm = 0.5559, lr_0 = 9.7331e-04
Loss = 8.0061e-02, PNorm = 69.1776, GNorm = 2.4253, lr_0 = 9.7329e-04
Validation prc-auc = 0.017992
Epoch 552
Validation prc-auc = 0.017994
Epoch 553
Validation prc-auc = 0.018861
Epoch 554
Validation prc-auc = 0.019569
Epoch 555
Validation prc-auc = 0.017642
Epoch 556
Loss = 2.3946e-01, PNorm = 69.5225, GNorm = 2.6336, lr_0 = 9.7305e-04
Loss = 5.2538e-02, PNorm = 69.5618, GNorm = 1.5115, lr_0 = 9.7303e-04
Validation prc-auc = 0.017445
Epoch 557
Validation prc-auc = 0.018252
Epoch 558
Validation prc-auc = 0.023384
Epoch 559
Validation prc-auc = 0.023632
Epoch 560
Validation prc-auc = 0.025282
Epoch 561
Loss = 3.3768e-01, PNorm = 70.0253, GNorm = 2.5885, lr_0 = 9.7281e-04
Validation prc-auc = 0.025180
Epoch 562
Validation prc-auc = 0.025892
Epoch 563
Validation prc-auc = 0.027063
Epoch 564
Validation prc-auc = 0.026554
Epoch 565
Validation prc-auc = 0.025017
Epoch 566
Loss = 1.0462e-01, PNorm = 70.4427, GNorm = 1.1325, lr_0 = 9.7255e-04
Validation prc-auc = 0.023596
Epoch 567
Validation prc-auc = 0.023644
Epoch 568
Validation prc-auc = 0.023184
Epoch 569
Validation prc-auc = 0.021789
Epoch 570
Loss = 2.0048e-01, PNorm = 70.7007, GNorm = 1.8990, lr_0 = 9.7232e-04
Loss = 1.2013e-01, PNorm = 70.7181, GNorm = 2.8208, lr_0 = 9.7231e-04
Validation prc-auc = 0.021122
Epoch 571
Validation prc-auc = 0.021212
Epoch 572
Validation prc-auc = 0.021623
Epoch 573
Validation prc-auc = 0.021962
Epoch 574
Validation prc-auc = 0.021556
Epoch 575
Loss = 3.8680e-02, PNorm = 70.9102, GNorm = 0.6941, lr_0 = 9.7208e-04
Validation prc-auc = 0.021271
Epoch 576
Validation prc-auc = 0.020920
Epoch 577
Validation prc-auc = 0.021564
Epoch 578
Validation prc-auc = 0.021681
Epoch 579
Validation prc-auc = 0.021487
Epoch 580
Loss = 1.9200e-01, PNorm = 71.0505, GNorm = 1.1402, lr_0 = 9.7182e-04
Validation prc-auc = 0.021128
Epoch 581
Validation prc-auc = 0.020969
Epoch 582
Validation prc-auc = 0.020902
Epoch 583
Validation prc-auc = 0.020980
Epoch 584
Loss = 3.3087e-02, PNorm = 71.1250, GNorm = 0.6576, lr_0 = 9.7160e-04
Loss = 1.1806e-01, PNorm = 71.1305, GNorm = 5.0961, lr_0 = 9.7158e-04
Validation prc-auc = 0.021075
Epoch 585
Validation prc-auc = 0.021286
Epoch 586
Validation prc-auc = 0.021478
Epoch 587
Validation prc-auc = 0.021086
Epoch 588
Validation prc-auc = 0.020384
Epoch 589
Loss = 6.3052e-02, PNorm = 71.2520, GNorm = 0.5901, lr_0 = 9.7134e-04
Loss = 1.3841e-01, PNorm = 71.2665, GNorm = 6.1538, lr_0 = 9.7132e-04
Validation prc-auc = 0.020898
Epoch 590
Validation prc-auc = 0.020944
Epoch 591
Validation prc-auc = 0.021640
Epoch 592
Validation prc-auc = 0.021708
Epoch 593
Validation prc-auc = 0.021751
Epoch 594
Loss = 1.5592e-01, PNorm = 71.4346, GNorm = 1.6125, lr_0 = 9.7110e-04
Validation prc-auc = 0.021423
Epoch 595
Validation prc-auc = 0.021305
Epoch 596
Validation prc-auc = 0.021281
Epoch 597
Validation prc-auc = 0.021149
Epoch 598
Validation prc-auc = 0.020236
Epoch 599
Loss = 2.4774e-01, PNorm = 71.5164, GNorm = 1.1798, lr_0 = 9.7084e-04
Validation prc-auc = 0.019568
Epoch 600
Validation prc-auc = 0.019127
Epoch 601
Validation prc-auc = 0.018721
Epoch 602
Validation prc-auc = 0.018636
Epoch 603
Loss = 3.8348e-02, PNorm = 71.5603, GNorm = 1.2763, lr_0 = 9.7062e-04
Loss = 7.2165e-03, PNorm = 71.5628, GNorm = 0.2806, lr_0 = 9.7060e-04
Validation prc-auc = 0.018594
Epoch 604
Validation prc-auc = 0.018630
Epoch 605
Validation prc-auc = 0.018469
Epoch 606
Validation prc-auc = 0.018437
Epoch 607
Validation prc-auc = 0.018415
Epoch 608
Loss = 4.0872e-02, PNorm = 71.6015, GNorm = 1.7164, lr_0 = 9.7036e-04
Validation prc-auc = 0.018911
Epoch 609
Validation prc-auc = 0.019350
Epoch 610
Validation prc-auc = 0.019823
Epoch 611
Validation prc-auc = 0.019992
Epoch 612
Validation prc-auc = 0.020382
Epoch 613
Loss = 3.4570e-02, PNorm = 71.6897, GNorm = 0.6158, lr_0 = 9.7012e-04
Validation prc-auc = 0.021204
Epoch 614
Validation prc-auc = 0.021614
Epoch 615
Validation prc-auc = 0.021466
Epoch 616
Validation prc-auc = 0.021908
Epoch 617
Loss = 1.2279e-01, PNorm = 71.8671, GNorm = 2.6774, lr_0 = 9.6990e-04
Loss = 1.3592e-01, PNorm = 71.8793, GNorm = 4.4038, lr_0 = 9.6988e-04
Validation prc-auc = 0.022290
Epoch 618
Validation prc-auc = 0.023116
Epoch 619
Validation prc-auc = 0.023548
Epoch 620
Validation prc-auc = 0.023889
Epoch 621
Validation prc-auc = 0.024368
Epoch 622
Loss = 1.3229e-02, PNorm = 72.0386, GNorm = 0.2706, lr_0 = 9.6964e-04
Loss = 2.7379e-01, PNorm = 72.0475, GNorm = 4.6682, lr_0 = 9.6962e-04
Validation prc-auc = 0.025505
Epoch 623
Validation prc-auc = 0.025965
Epoch 624
Validation prc-auc = 0.026001
Epoch 625
Validation prc-auc = 0.026579
Epoch 626
Validation prc-auc = 0.027218
Epoch 627
Loss = 1.5353e-01, PNorm = 72.1881, GNorm = 1.2131, lr_0 = 9.6940e-04
Validation prc-auc = 0.027320
Epoch 628
Validation prc-auc = 0.027575
Epoch 629
Validation prc-auc = 0.027885
Epoch 630
Validation prc-auc = 0.027559
Epoch 631
Validation prc-auc = 0.026573
Epoch 632
Loss = 1.6183e-01, PNorm = 72.3115, GNorm = 1.5591, lr_0 = 9.6914e-04
Validation prc-auc = 0.025131
Epoch 633
Validation prc-auc = 0.024097
Epoch 634
Validation prc-auc = 0.023788
Epoch 635
Validation prc-auc = 0.023486
Epoch 636
Loss = 8.7042e-02, PNorm = 72.3972, GNorm = 1.6003, lr_0 = 9.6892e-04
Loss = 4.1035e-03, PNorm = 72.4017, GNorm = 0.1034, lr_0 = 9.6890e-04
Validation prc-auc = 0.022796
Epoch 637
Validation prc-auc = 0.022031
Epoch 638
Validation prc-auc = 0.021362
Epoch 639
Validation prc-auc = 0.021043
Epoch 640
Validation prc-auc = 0.021088
Epoch 641
Loss = 2.9944e-02, PNorm = 72.4591, GNorm = 0.5404, lr_0 = 9.6866e-04
Validation prc-auc = 0.021248
Epoch 642
Validation prc-auc = 0.021134
Epoch 643
Validation prc-auc = 0.021038
Epoch 644
Validation prc-auc = 0.020820
Epoch 645
Validation prc-auc = 0.020613
Epoch 646
Loss = 1.4143e-02, PNorm = 72.5032, GNorm = 0.4089, lr_0 = 9.6842e-04
Validation prc-auc = 0.020348
Epoch 647
Validation prc-auc = 0.020791
Epoch 648
Validation prc-auc = 0.022199
Epoch 649
Validation prc-auc = 0.023365
Epoch 650
Loss = 5.5127e-02, PNorm = 72.5713, GNorm = 0.9889, lr_0 = 9.6820e-04
Loss = 7.0479e-03, PNorm = 72.5773, GNorm = 0.1796, lr_0 = 9.6818e-04
Validation prc-auc = 0.023978
Epoch 651
Validation prc-auc = 0.024131
Epoch 652
Validation prc-auc = 0.024060
Epoch 653
Validation prc-auc = 0.023910
Epoch 654
Validation prc-auc = 0.023864
Epoch 655
Loss = 6.0077e-02, PNorm = 72.6434, GNorm = 1.0342, lr_0 = 9.6794e-04
Loss = 2.1808e-01, PNorm = 72.6465, GNorm = 7.7521, lr_0 = 9.6792e-04
Validation prc-auc = 0.023282
Epoch 656
Validation prc-auc = 0.023099
Epoch 657
Validation prc-auc = 0.022808
Epoch 658
Validation prc-auc = 0.022677
Epoch 659
Validation prc-auc = 0.023163
Epoch 660
Loss = 9.9532e-02, PNorm = 72.7615, GNorm = 1.8147, lr_0 = 9.6770e-04
Validation prc-auc = 0.022428
Epoch 661
Validation prc-auc = 0.021776
Epoch 662
Validation prc-auc = 0.021306
Epoch 663
Validation prc-auc = 0.021381
Epoch 664
Validation prc-auc = 0.021920
Epoch 665
Loss = 1.0037e-01, PNorm = 72.8664, GNorm = 1.5247, lr_0 = 9.6744e-04
Validation prc-auc = 0.022538
Epoch 666
Validation prc-auc = 0.023824
Epoch 667
Validation prc-auc = 0.024502
Epoch 668
Validation prc-auc = 0.024287
Epoch 669
Loss = 1.8977e-02, PNorm = 72.9202, GNorm = 0.1896, lr_0 = 9.6722e-04
Loss = 7.4703e-02, PNorm = 72.9245, GNorm = 2.7332, lr_0 = 9.6720e-04
Validation prc-auc = 0.024320
Epoch 670
Validation prc-auc = 0.024682
Epoch 671
Validation prc-auc = 0.025087
Epoch 672
Validation prc-auc = 0.025316
Epoch 673
Validation prc-auc = 0.025122
Epoch 674
Loss = 3.2297e-02, PNorm = 72.9772, GNorm = 0.8426, lr_0 = 9.6696e-04
Validation prc-auc = 0.025190
Epoch 675
Validation prc-auc = 0.025525
Epoch 676
Validation prc-auc = 0.025423
Epoch 677
Validation prc-auc = 0.025496
Epoch 678
Validation prc-auc = 0.025764
Epoch 679
Loss = 8.2328e-02, PNorm = 73.0489, GNorm = 1.1003, lr_0 = 9.6672e-04
Validation prc-auc = 0.025338
Epoch 680
Validation prc-auc = 0.024927
Epoch 681
Validation prc-auc = 0.025079
Epoch 682
Validation prc-auc = 0.025066
Epoch 683
Loss = 3.9033e-02, PNorm = 73.1174, GNorm = 1.0031, lr_0 = 9.6648e-04
Validation prc-auc = 0.024731
Epoch 684
Validation prc-auc = 0.024443
Epoch 685
Validation prc-auc = 0.024037
Epoch 686
Validation prc-auc = 0.023879
Epoch 687
Validation prc-auc = 0.023793
Epoch 688
Loss = 5.1254e-02, PNorm = 73.1663, GNorm = 0.1882, lr_0 = 9.6624e-04
Loss = 2.9962e-03, PNorm = 73.1685, GNorm = 0.1011, lr_0 = 9.6622e-04
Validation prc-auc = 0.023415
Epoch 689
Validation prc-auc = 0.023036
Epoch 690
Validation prc-auc = 0.022631
Epoch 691
Validation prc-auc = 0.022410
Epoch 692
Validation prc-auc = 0.022159
Epoch 693
Loss = 1.1815e-02, PNorm = 73.2149, GNorm = 0.3065, lr_0 = 9.6600e-04
Validation prc-auc = 0.022021
Epoch 694
Validation prc-auc = 0.021756
Epoch 695
Validation prc-auc = 0.021856
Epoch 696
Validation prc-auc = 0.022005
Epoch 697
Validation prc-auc = 0.022074
Epoch 698
Loss = 8.8146e-03, PNorm = 73.2741, GNorm = 0.2114, lr_0 = 9.6574e-04
Validation prc-auc = 0.022124
Epoch 699
Validation prc-auc = 0.022129
Epoch 700
Validation prc-auc = 0.022208
Epoch 701
Validation prc-auc = 0.021817
Epoch 702
Loss = 1.5445e-02, PNorm = 73.3111, GNorm = 0.3652, lr_0 = 9.6552e-04
Loss = 1.7722e-02, PNorm = 73.3135, GNorm = 0.6090, lr_0 = 9.6550e-04
Validation prc-auc = 0.021645
Epoch 703
Validation prc-auc = 0.021588
Epoch 704
Validation prc-auc = 0.021332
Epoch 705
Validation prc-auc = 0.021008
Epoch 706
Validation prc-auc = 0.021284
Epoch 707
Loss = 7.4062e-03, PNorm = 73.3439, GNorm = 0.1595, lr_0 = 9.6526e-04
Loss = 4.5684e-03, PNorm = 73.3459, GNorm = 0.2141, lr_0 = 9.6525e-04
Validation prc-auc = 0.021259
Epoch 708
Validation prc-auc = 0.021306
Epoch 709
Validation prc-auc = 0.021301
Epoch 710
Validation prc-auc = 0.021246
Epoch 711
Validation prc-auc = 0.021184
Epoch 712
Loss = 3.3655e-03, PNorm = 73.3699, GNorm = 0.0977, lr_0 = 9.6502e-04
Validation prc-auc = 0.021188
Epoch 713
Validation prc-auc = 0.021263
Epoch 714
Validation prc-auc = 0.021267
Epoch 715
Validation prc-auc = 0.021090
Epoch 716
Loss = 2.9149e-03, PNorm = 73.3934, GNorm = 0.0429, lr_0 = 9.6479e-04
Validation prc-auc = 0.021183
Epoch 717
Validation prc-auc = 0.021101
Epoch 718
Validation prc-auc = 0.020952
Epoch 719
Validation prc-auc = 0.020921
Epoch 720
Validation prc-auc = 0.020886
Epoch 721
Loss = 1.3013e-02, PNorm = 73.4065, GNorm = 0.2992, lr_0 = 9.6455e-04
Loss = 2.8629e-05, PNorm = 73.4081, GNorm = 0.0012, lr_0 = 9.6453e-04
Validation prc-auc = 0.020887
Epoch 722
Validation prc-auc = 0.020862
Epoch 723
Validation prc-auc = 0.020833
Epoch 724
Validation prc-auc = 0.020808
Epoch 725
Validation prc-auc = 0.020733
Epoch 726
Loss = 8.7468e-03, PNorm = 73.4291, GNorm = 0.3071, lr_0 = 9.6431e-04
Validation prc-auc = 0.020709
Epoch 727
Validation prc-auc = 0.020680
Epoch 728
Validation prc-auc = 0.020548
Epoch 729
Validation prc-auc = 0.020492
Epoch 730
Validation prc-auc = 0.020447
Epoch 731
Loss = 3.5389e-02, PNorm = 73.4416, GNorm = 0.8657, lr_0 = 9.6405e-04
Validation prc-auc = 0.020436
Epoch 732
Validation prc-auc = 0.020395
Epoch 733
Validation prc-auc = 0.020303
Epoch 734
Validation prc-auc = 0.020156
Epoch 735
Loss = 2.7144e-03, PNorm = 73.4566, GNorm = 0.1063, lr_0 = 9.6383e-04
Loss = 1.3317e-03, PNorm = 73.4577, GNorm = 0.0411, lr_0 = 9.6381e-04
Validation prc-auc = 0.020018
Epoch 736
Validation prc-auc = 0.020067
Epoch 737
Validation prc-auc = 0.020139
Epoch 738
Validation prc-auc = 0.020198
Epoch 739
Validation prc-auc = 0.020222
Epoch 740
Loss = 9.9954e-03, PNorm = 73.4725, GNorm = 0.0353, lr_0 = 9.6357e-04
Loss = 2.3066e-05, PNorm = 73.4735, GNorm = 0.0012, lr_0 = 9.6355e-04
Validation prc-auc = 0.020124
Epoch 741
Validation prc-auc = 0.020114
Epoch 742
Validation prc-auc = 0.020116
Epoch 743
Validation prc-auc = 0.020064
Epoch 744
Validation prc-auc = 0.019862
Epoch 745
Loss = 4.1694e-03, PNorm = 73.4829, GNorm = 0.1138, lr_0 = 9.6333e-04
Validation prc-auc = 0.019803
Epoch 746
Validation prc-auc = 0.019639
Epoch 747
Validation prc-auc = 0.019671
Epoch 748
Validation prc-auc = 0.019696
Epoch 749
Loss = 1.4328e-02, PNorm = 73.4939, GNorm = 0.5259, lr_0 = 9.6309e-04
Validation prc-auc = 0.019740
Epoch 750
Validation prc-auc = 0.019869
Epoch 751
Validation prc-auc = 0.019844
Epoch 752
Validation prc-auc = 0.019732
Epoch 753
Validation prc-auc = 0.019251
Epoch 754
Loss = 4.3533e-03, PNorm = 73.5099, GNorm = 0.2192, lr_0 = 9.6285e-04
Loss = 6.1790e-02, PNorm = 73.5114, GNorm = 3.3586, lr_0 = 9.6284e-04
Validation prc-auc = 0.018985
Epoch 755
Validation prc-auc = 0.019003
Epoch 756
Validation prc-auc = 0.018915
Epoch 757
Validation prc-auc = 0.018797
Epoch 758
Validation prc-auc = 0.018411
Epoch 759
Loss = 4.9259e-03, PNorm = 73.5496, GNorm = 0.1009, lr_0 = 9.6262e-04
Validation prc-auc = 0.018691
Epoch 760
Validation prc-auc = 0.021036
Epoch 761
Validation prc-auc = 0.023419
Epoch 762
Validation prc-auc = 0.025335
Epoch 763
Validation prc-auc = 0.025911
Epoch 764
Loss = 2.3466e-02, PNorm = 73.9210, GNorm = 0.3559, lr_0 = 9.6236e-04
Validation prc-auc = 0.026029
Epoch 765
Validation prc-auc = 0.026666
Epoch 766
Validation prc-auc = 0.026811
Epoch 767
Validation prc-auc = 0.027287
Epoch 768
Loss = 6.1536e-02, PNorm = 74.1706, GNorm = 1.3057, lr_0 = 9.6214e-04
Loss = 2.4829e-02, PNorm = 74.1869, GNorm = 0.9607, lr_0 = 9.6212e-04
Validation prc-auc = 0.028379
Epoch 769
Validation prc-auc = 0.028659
Epoch 770
Validation prc-auc = 0.030554
Epoch 771
Validation prc-auc = 0.029665
Epoch 772
Validation prc-auc = 0.029762
Epoch 773
Loss = 4.5051e-02, PNorm = 74.3529, GNorm = 0.3897, lr_0 = 9.6188e-04
Loss = 2.7420e-03, PNorm = 74.3658, GNorm = 0.1440, lr_0 = 9.6186e-04
Validation prc-auc = 0.030528
Epoch 774
Validation prc-auc = 0.029820
Epoch 775
Validation prc-auc = 0.027635
Epoch 776
Validation prc-auc = 0.027343
Epoch 777
Validation prc-auc = 0.033612
Epoch 778
Loss = 3.3216e-02, PNorm = 74.5309, GNorm = 0.9938, lr_0 = 9.6164e-04
Validation prc-auc = 0.032977
Epoch 779
Validation prc-auc = 0.032906
Epoch 780
Validation prc-auc = 0.031563
Epoch 781
Validation prc-auc = 0.033466
Epoch 782
Validation prc-auc = 0.030200
Epoch 783
Loss = 1.2452e-01, PNorm = 74.7331, GNorm = 2.7525, lr_0 = 9.6139e-04
Validation prc-auc = 0.026712
Epoch 784
Validation prc-auc = 0.025792
Epoch 785
Validation prc-auc = 0.025736
Epoch 786
Validation prc-auc = 0.025758
Epoch 787
Loss = 4.4734e-02, PNorm = 74.9425, GNorm = 0.6644, lr_0 = 9.6117e-04
Loss = 1.9965e-03, PNorm = 74.9554, GNorm = 0.0664, lr_0 = 9.6115e-04
Validation prc-auc = 0.024684
Epoch 788
Validation prc-auc = 0.024360
Epoch 789
Validation prc-auc = 0.024328
Epoch 790
Validation prc-auc = 0.024210
Epoch 791
Validation prc-auc = 0.023867
Epoch 792
Loss = 2.7941e-02, PNorm = 75.0832, GNorm = 0.5535, lr_0 = 9.6093e-04
Validation prc-auc = 0.023612
Epoch 793
Validation prc-auc = 0.023104
Epoch 794
Validation prc-auc = 0.022836
Epoch 795
Validation prc-auc = 0.022833
Epoch 796
Validation prc-auc = 0.022888
Epoch 797
Loss = 1.2204e-01, PNorm = 75.1532, GNorm = 0.9153, lr_0 = 9.6067e-04
Validation prc-auc = 0.022834
Epoch 798
Validation prc-auc = 0.022482
Epoch 799
Validation prc-auc = 0.022253
Epoch 800
Validation prc-auc = 0.022239
Epoch 801
Loss = 1.9084e-02, PNorm = 75.1946, GNorm = 0.5318, lr_0 = 9.6045e-04
Loss = 1.6138e-03, PNorm = 75.1971, GNorm = 0.0751, lr_0 = 9.6043e-04
Validation prc-auc = 0.022267
Epoch 802
Validation prc-auc = 0.022201
Epoch 803
Validation prc-auc = 0.022186
Epoch 804
Validation prc-auc = 0.022219
Epoch 805
Validation prc-auc = 0.022305
Epoch 806
Loss = 1.3629e-02, PNorm = 75.2297, GNorm = 0.2930, lr_0 = 9.6019e-04
Loss = 7.0942e-03, PNorm = 75.2331, GNorm = 0.2495, lr_0 = 9.6018e-04
Validation prc-auc = 0.022083
Epoch 807
Validation prc-auc = 0.022034
Epoch 808
Validation prc-auc = 0.021845
Epoch 809
Validation prc-auc = 0.021877
Epoch 810
Validation prc-auc = 0.021878
Epoch 811
Loss = 5.7047e-03, PNorm = 75.2806, GNorm = 0.0963, lr_0 = 9.5996e-04
Validation prc-auc = 0.021995
Epoch 812
Validation prc-auc = 0.022035
Epoch 813
Validation prc-auc = 0.022170
Epoch 814
Validation prc-auc = 0.022185
Epoch 815
Validation prc-auc = 0.022180
Epoch 816
Loss = 4.6301e-02, PNorm = 75.3157, GNorm = 0.9159, lr_0 = 9.5970e-04
Validation prc-auc = 0.022202
Epoch 817
Validation prc-auc = 0.022121
Epoch 818
Validation prc-auc = 0.021985
Epoch 819
Validation prc-auc = 0.021889
Epoch 820
Loss = 4.5197e-02, PNorm = 75.3517, GNorm = 1.3543, lr_0 = 9.5948e-04
Loss = 1.3131e-04, PNorm = 75.3546, GNorm = 0.0048, lr_0 = 9.5946e-04
Validation prc-auc = 0.021749
Epoch 821
Validation prc-auc = 0.021451
Epoch 822
Validation prc-auc = 0.021304
Epoch 823
Validation prc-auc = 0.021290
Epoch 824
Validation prc-auc = 0.021158
Epoch 825
Loss = 7.7020e-03, PNorm = 75.3787, GNorm = 0.2341, lr_0 = 9.5924e-04
Validation prc-auc = 0.021224
Epoch 826
Validation prc-auc = 0.021301
Epoch 827
Validation prc-auc = 0.021523
Epoch 828
Validation prc-auc = 0.021690
Epoch 829
Validation prc-auc = 0.021710
Epoch 830
Loss = 5.0413e-03, PNorm = 75.4039, GNorm = 0.1995, lr_0 = 9.5899e-04
Validation prc-auc = 0.021704
Epoch 831
Validation prc-auc = 0.021921
Epoch 832
Validation prc-auc = 0.022209
Epoch 833
Validation prc-auc = 0.022398
Epoch 834
Loss = 5.2928e-02, PNorm = 75.4306, GNorm = 0.0370, lr_0 = 9.5877e-04
Loss = 4.9016e-03, PNorm = 75.4319, GNorm = 0.2904, lr_0 = 9.5875e-04
Validation prc-auc = 0.022200
Epoch 835
Validation prc-auc = 0.022224
Epoch 836
Validation prc-auc = 0.023024
Epoch 837
Validation prc-auc = 0.023968
Epoch 838
Validation prc-auc = 0.024905
Epoch 839
Loss = 1.3242e-02, PNorm = 75.4914, GNorm = 0.3436, lr_0 = 9.5851e-04
Loss = 1.0386e-02, PNorm = 75.5003, GNorm = 0.4635, lr_0 = 9.5849e-04
Validation prc-auc = 0.025524
Epoch 840
Validation prc-auc = 0.026270
Epoch 841
Validation prc-auc = 0.026436
Epoch 842
Validation prc-auc = 0.026213
Epoch 843
Validation prc-auc = 0.025834
Epoch 844
Loss = 1.8473e-03, PNorm = 75.5913, GNorm = 0.0558, lr_0 = 9.5827e-04
Validation prc-auc = 0.025427
Epoch 845
Validation prc-auc = 0.024200
Epoch 846
Validation prc-auc = 0.023095
Epoch 847
Validation prc-auc = 0.024374
Epoch 848
Validation prc-auc = 0.025842
Epoch 849
Loss = 2.2204e-01, PNorm = 75.8051, GNorm = 1.9585, lr_0 = 9.5802e-04
Validation prc-auc = 0.025788
Epoch 850
Validation prc-auc = 0.025219
Epoch 851
Validation prc-auc = 0.024559
Epoch 852
Validation prc-auc = 0.024387
Epoch 853
Loss = 8.3381e-02, PNorm = 76.0131, GNorm = 0.7259, lr_0 = 9.5780e-04
Loss = 2.4309e-02, PNorm = 76.0268, GNorm = 1.0746, lr_0 = 9.5778e-04
Validation prc-auc = 0.024605
Epoch 854
Validation prc-auc = 0.024909
Epoch 855
Validation prc-auc = 0.024568
Epoch 856
Validation prc-auc = 0.023441
Epoch 857
Validation prc-auc = 0.022692
Epoch 858
Loss = 1.4445e-02, PNorm = 76.1580, GNorm = 0.4191, lr_0 = 9.5754e-04
Validation prc-auc = 0.022730
Epoch 859
Validation prc-auc = 0.022752
Epoch 860
Validation prc-auc = 0.022987
Epoch 861
Validation prc-auc = 0.023367
Epoch 862
Validation prc-auc = 0.023509
Epoch 863
Loss = 3.7600e-02, PNorm = 76.2332, GNorm = 1.3311, lr_0 = 9.5730e-04
Validation prc-auc = 0.023652
Epoch 864
Validation prc-auc = 0.023994
Epoch 865
Validation prc-auc = 0.024180
Epoch 866
Validation prc-auc = 0.024297
Epoch 867
Loss = 7.5735e-02, PNorm = 76.2794, GNorm = 1.1121, lr_0 = 9.5708e-04
Loss = 7.6365e-04, PNorm = 76.2830, GNorm = 0.0338, lr_0 = 9.5707e-04
Validation prc-auc = 0.024466
Epoch 868
Validation prc-auc = 0.024530
Epoch 869
Validation prc-auc = 0.024442
Epoch 870
Validation prc-auc = 0.024753
Epoch 871
Validation prc-auc = 0.025101
Epoch 872
Loss = 1.5702e-02, PNorm = 76.3181, GNorm = 0.0834, lr_0 = 9.5683e-04
Loss = 7.8513e-03, PNorm = 76.3202, GNorm = 0.2370, lr_0 = 9.5681e-04
Validation prc-auc = 0.025469
Epoch 873
Validation prc-auc = 0.025503
Epoch 874
Validation prc-auc = 0.025417
Epoch 875
Validation prc-auc = 0.025397
Epoch 876
Validation prc-auc = 0.025355
Epoch 877
Loss = 9.9155e-03, PNorm = 76.3396, GNorm = 0.2923, lr_0 = 9.5659e-04
Validation prc-auc = 0.025067
Epoch 878
Validation prc-auc = 0.024744
Epoch 879
Validation prc-auc = 0.024561
Epoch 880
Validation prc-auc = 0.024321
Epoch 881
Validation prc-auc = 0.024342
Epoch 882
Loss = 9.3639e-03, PNorm = 76.3637, GNorm = 0.2883, lr_0 = 9.5634e-04
Validation prc-auc = 0.023634
Epoch 883
Validation prc-auc = 0.024048
Epoch 884
Validation prc-auc = 0.024595
Epoch 885
Validation prc-auc = 0.025673
Epoch 886
Loss = 1.0383e-01, PNorm = 76.4783, GNorm = 1.4920, lr_0 = 9.5612e-04
Loss = 8.2315e-03, PNorm = 76.4917, GNorm = 0.2749, lr_0 = 9.5610e-04
Validation prc-auc = 0.028822
Epoch 887
Validation prc-auc = 0.028300
Epoch 888
Validation prc-auc = 0.028450
Epoch 889
Validation prc-auc = 0.028178
Epoch 890
Validation prc-auc = 0.028398
Epoch 891
Loss = 1.1726e-02, PNorm = 76.6139, GNorm = 0.3599, lr_0 = 9.5586e-04
Validation prc-auc = 0.029119
Epoch 892
Validation prc-auc = 0.029114
Epoch 893
Validation prc-auc = 0.029222
Epoch 894
Validation prc-auc = 0.028672
Epoch 895
Validation prc-auc = 0.027781
Epoch 896
Loss = 7.4673e-03, PNorm = 76.7165, GNorm = 0.2267, lr_0 = 9.5563e-04
Validation prc-auc = 0.027108
Epoch 897
Validation prc-auc = 0.027666
Epoch 898
Validation prc-auc = 0.028058
Epoch 899
Validation prc-auc = 0.027898
Epoch 900
Loss = 1.9443e-02, PNorm = 76.7917, GNorm = 0.1460, lr_0 = 9.5541e-04
Loss = 1.8749e-03, PNorm = 76.7958, GNorm = 0.0811, lr_0 = 9.5539e-04
Validation prc-auc = 0.027573
Epoch 901
Validation prc-auc = 0.027360
Epoch 902
Validation prc-auc = 0.027183
Epoch 903
Validation prc-auc = 0.027195
Epoch 904
Validation prc-auc = 0.026331
Epoch 905
Loss = 1.3591e-01, PNorm = 76.8414, GNorm = 1.1385, lr_0 = 9.5515e-04
Loss = 2.1389e-02, PNorm = 76.8437, GNorm = 0.7121, lr_0 = 9.5513e-04
Validation prc-auc = 0.025279
Epoch 906
Validation prc-auc = 0.024974
Epoch 907
Validation prc-auc = 0.024927
Epoch 908
Validation prc-auc = 0.024951
Epoch 909
Validation prc-auc = 0.024808
Epoch 910
Loss = 6.0412e-03, PNorm = 76.8724, GNorm = 0.2009, lr_0 = 9.5491e-04
Validation prc-auc = 0.024835
Epoch 911
Validation prc-auc = 0.024950
Epoch 912
Validation prc-auc = 0.025248
Epoch 913
Validation prc-auc = 0.025264
Epoch 914
Validation prc-auc = 0.024887
Epoch 915
Loss = 1.2335e-01, PNorm = 76.8994, GNorm = 1.2970, lr_0 = 9.5466e-04
Validation prc-auc = 0.025163
Epoch 916
Validation prc-auc = 0.024690
Epoch 917
Validation prc-auc = 0.024768
Epoch 918
Validation prc-auc = 0.024927
Epoch 919
Loss = 7.8783e-03, PNorm = 76.9151, GNorm = 0.3515, lr_0 = 9.5444e-04
Loss = 2.1089e-02, PNorm = 76.9169, GNorm = 1.2321, lr_0 = 9.5442e-04
Validation prc-auc = 0.025085
Epoch 920
Validation prc-auc = 0.025681
Epoch 921
Validation prc-auc = 0.026304
Epoch 922
Validation prc-auc = 0.026451
Epoch 923
Validation prc-auc = 0.026800
Epoch 924
Loss = 2.8896e-03, PNorm = 76.9436, GNorm = 0.0164, lr_0 = 9.5419e-04
Validation prc-auc = 0.027077
Epoch 925
Validation prc-auc = 0.027862
Epoch 926
Validation prc-auc = 0.027806
Epoch 927
Validation prc-auc = 0.027753
Epoch 928
Validation prc-auc = 0.027652
Epoch 929
Loss = 3.6168e-02, PNorm = 76.9655, GNorm = 1.3864, lr_0 = 9.5395e-04
Validation prc-auc = 0.027213
Epoch 930
Validation prc-auc = 0.026890
Epoch 931
Validation prc-auc = 0.027074
Epoch 932
Validation prc-auc = 0.026283
Epoch 933
Loss = 1.6828e-02, PNorm = 76.9966, GNorm = 0.1340, lr_0 = 9.5371e-04
Validation prc-auc = 0.025686
Epoch 934
Validation prc-auc = 0.025247
Epoch 935
Validation prc-auc = 0.025609
Epoch 936
Validation prc-auc = 0.025948
Epoch 937
Validation prc-auc = 0.026277
Epoch 938
Loss = 1.1910e-02, PNorm = 77.0430, GNorm = 0.0663, lr_0 = 9.5348e-04
Loss = 8.3564e-04, PNorm = 77.0454, GNorm = 0.0368, lr_0 = 9.5346e-04
Validation prc-auc = 0.026568
Epoch 939
Validation prc-auc = 0.026769
Epoch 940
Validation prc-auc = 0.026743
Epoch 941
Validation prc-auc = 0.026891
Epoch 942
Validation prc-auc = 0.026004
Epoch 943
Loss = 1.5549e-01, PNorm = 77.0684, GNorm = 1.4084, lr_0 = 9.5324e-04
Validation prc-auc = 0.025263
Epoch 944
Validation prc-auc = 0.025008
Epoch 945
Validation prc-auc = 0.025033
Epoch 946
Validation prc-auc = 0.025384
Epoch 947
Validation prc-auc = 0.025509
Epoch 948
Loss = 3.7074e-04, PNorm = 77.1075, GNorm = 0.0114, lr_0 = 9.5299e-04
Validation prc-auc = 0.025745
Epoch 949
Validation prc-auc = 0.025635
Epoch 950
Validation prc-auc = 0.025687
Epoch 951
Validation prc-auc = 0.025076
Epoch 952
Loss = 1.8619e-02, PNorm = 77.1450, GNorm = 1.1222, lr_0 = 9.5277e-04
Loss = 6.2260e-02, PNorm = 77.1559, GNorm = 2.4818, lr_0 = 9.5275e-04
Validation prc-auc = 0.024532
Epoch 953
Validation prc-auc = 0.024375
Epoch 954
Validation prc-auc = 0.024577
Epoch 955
Validation prc-auc = 0.025218
Epoch 956
Validation prc-auc = 0.025270
Epoch 957
Loss = 6.0665e-02, PNorm = 77.3446, GNorm = 1.6363, lr_0 = 9.5251e-04
Loss = 2.8389e-03, PNorm = 77.3542, GNorm = 0.1498, lr_0 = 9.5250e-04
Validation prc-auc = 0.024106
Epoch 958
Validation prc-auc = 0.023354
Epoch 959
Validation prc-auc = 0.023193
Epoch 960
Validation prc-auc = 0.025340
Epoch 961
Validation prc-auc = 0.026751
Epoch 962
Loss = 2.6147e-02, PNorm = 77.4849, GNorm = 0.6925, lr_0 = 9.5228e-04
Validation prc-auc = 0.028140
Epoch 963
Validation prc-auc = 0.028390
Epoch 964
Validation prc-auc = 0.028368
Epoch 965
Validation prc-auc = 0.028593
Epoch 966
Loss = 1.7645e-02, PNorm = 77.6051, GNorm = 0.2141, lr_0 = 9.5204e-04
Validation prc-auc = 0.029245
Epoch 967
Validation prc-auc = 0.029782
Epoch 968
Validation prc-auc = 0.029607
Epoch 969
Validation prc-auc = 0.031065
Epoch 970
Validation prc-auc = 0.029730
Epoch 971
Loss = 3.0444e-02, PNorm = 77.6785, GNorm = 0.1189, lr_0 = 9.5180e-04
Loss = 2.3285e-02, PNorm = 77.6825, GNorm = 1.0716, lr_0 = 9.5179e-04
Validation prc-auc = 0.029172
Epoch 972
Validation prc-auc = 0.027343
Epoch 973
Validation prc-auc = 0.025951
Epoch 974
Validation prc-auc = 0.026076
Epoch 975
Validation prc-auc = 0.025239
Epoch 976
Loss = 3.0541e-02, PNorm = 77.7605, GNorm = 0.6411, lr_0 = 9.5157e-04
Validation prc-auc = 0.025427
Epoch 977
Validation prc-auc = 0.024783
Epoch 978
Validation prc-auc = 0.024137
Epoch 979
Validation prc-auc = 0.023316
Epoch 980
Validation prc-auc = 0.023098
Epoch 981
Loss = 2.4591e-02, PNorm = 77.8572, GNorm = 0.6582, lr_0 = 9.5132e-04
Validation prc-auc = 0.022182
Epoch 982
Validation prc-auc = 0.021628
Epoch 983
Validation prc-auc = 0.022790
Epoch 984
Validation prc-auc = 0.024075
Epoch 985
Loss = 1.0066e-02, PNorm = 77.9864, GNorm = 0.4014, lr_0 = 9.5110e-04
Loss = 1.5516e-04, PNorm = 77.9961, GNorm = 0.0060, lr_0 = 9.5108e-04
Validation prc-auc = 0.024497
Epoch 986
Validation prc-auc = 0.024435
Epoch 987
Validation prc-auc = 0.024025
Epoch 988
Validation prc-auc = 0.023690
Epoch 989
Validation prc-auc = 0.023769
Epoch 990
Loss = 2.7649e-02, PNorm = 78.0884, GNorm = 1.1313, lr_0 = 9.5084e-04
Loss = 4.9987e-04, PNorm = 78.0936, GNorm = 0.0201, lr_0 = 9.5083e-04
Validation prc-auc = 0.023945
Epoch 991
Validation prc-auc = 0.023858
Epoch 992
Validation prc-auc = 0.024119
Epoch 993
Validation prc-auc = 0.023960
Epoch 994
Validation prc-auc = 0.023810
Epoch 995
Loss = 6.1283e-03, PNorm = 78.1421, GNorm = 0.2021, lr_0 = 9.5061e-04
Validation prc-auc = 0.023806
Epoch 996
Validation prc-auc = 0.023787
Epoch 997
Validation prc-auc = 0.023614
Epoch 998
Validation prc-auc = 0.023389
Epoch 999
Loss = 3.8211e-03, PNorm = 78.1780, GNorm = 0.1483, lr_0 = 9.5037e-04
Validation prc-auc = 0.023208
Epoch 1000
Validation prc-auc = 0.023062
Epoch 1001
Validation prc-auc = 0.023124
Epoch 1002
Validation prc-auc = 0.023409
Epoch 1003
Validation prc-auc = 0.023519
Epoch 1004
Loss = 5.3897e-03, PNorm = 78.2020, GNorm = 0.1614, lr_0 = 9.5014e-04
Loss = 1.3906e-03, PNorm = 78.2038, GNorm = 0.0671, lr_0 = 9.5012e-04
Validation prc-auc = 0.023810
Epoch 1005
Validation prc-auc = 0.024024
Epoch 1006
Validation prc-auc = 0.023760
Epoch 1007
Validation prc-auc = 0.023961
Epoch 1008
Validation prc-auc = 0.023834
Epoch 1009
Loss = 1.2387e-03, PNorm = 78.2292, GNorm = 0.0318, lr_0 = 9.4990e-04
Validation prc-auc = 0.023821
Epoch 1010
Validation prc-auc = 0.023627
Epoch 1011
Validation prc-auc = 0.023418
Epoch 1012
Validation prc-auc = 0.023507
Epoch 1013
Validation prc-auc = 0.023579
Epoch 1014
Loss = 4.4987e-03, PNorm = 78.2497, GNorm = 0.1554, lr_0 = 9.4965e-04
Validation prc-auc = 0.023390
Epoch 1015
Validation prc-auc = 0.023891
Epoch 1016
Validation prc-auc = 0.024288
Epoch 1017
Validation prc-auc = 0.024509
Epoch 1018
Loss = 4.2075e-02, PNorm = 78.2787, GNorm = 1.0417, lr_0 = 9.4943e-04
Loss = 1.6350e-03, PNorm = 78.2798, GNorm = 0.0736, lr_0 = 9.4941e-04
Validation prc-auc = 0.024303
Epoch 1019
Validation prc-auc = 0.024270
Epoch 1020
Validation prc-auc = 0.024247
Epoch 1021
Validation prc-auc = 0.024439
Epoch 1022
Validation prc-auc = 0.024410
Epoch 1023
Loss = 6.4114e-03, PNorm = 78.3001, GNorm = 0.3212, lr_0 = 9.4918e-04
Loss = 2.0256e-03, PNorm = 78.3015, GNorm = 0.0913, lr_0 = 9.4916e-04
Validation prc-auc = 0.024547
Epoch 1024
Validation prc-auc = 0.024543
Epoch 1025
Validation prc-auc = 0.024654
Epoch 1026
Validation prc-auc = 0.024447
Epoch 1027
Validation prc-auc = 0.024600
Epoch 1028
Loss = 1.0128e-02, PNorm = 78.3154, GNorm = 0.3852, lr_0 = 9.4894e-04
Validation prc-auc = 0.024564
Epoch 1029
Validation prc-auc = 0.023864
Epoch 1030
Validation prc-auc = 0.024335
Epoch 1031
Validation prc-auc = 0.024975
Epoch 1032
Validation prc-auc = 0.024583
Epoch 1033
Loss = 1.2531e-01, PNorm = 78.4275, GNorm = 2.2524, lr_0 = 9.4869e-04
Validation prc-auc = 0.024937
Epoch 1034
Validation prc-auc = 0.025329
Epoch 1035
Validation prc-auc = 0.025018
Epoch 1036
Validation prc-auc = 0.025123
Epoch 1037
Loss = 9.8761e-02, PNorm = 78.5790, GNorm = 1.5775, lr_0 = 9.4847e-04
Loss = 5.6519e-05, PNorm = 78.5860, GNorm = 0.0023, lr_0 = 9.4845e-04
Validation prc-auc = 0.025771
Epoch 1038
Validation prc-auc = 0.026022
Epoch 1039
Validation prc-auc = 0.026311
Epoch 1040
Validation prc-auc = 0.026687
Epoch 1041
Validation prc-auc = 0.026882
Epoch 1042
Loss = 1.5623e-02, PNorm = 78.6528, GNorm = 0.6050, lr_0 = 9.4823e-04
Validation prc-auc = 0.027392
Epoch 1043
Validation prc-auc = 0.027504
Epoch 1044
Validation prc-auc = 0.027531
Epoch 1045
Validation prc-auc = 0.027389
Epoch 1046
Validation prc-auc = 0.026853
Epoch 1047
Loss = 1.9295e-01, PNorm = 78.7003, GNorm = 4.5662, lr_0 = 9.4798e-04
Validation prc-auc = 0.025632
Epoch 1048
Validation prc-auc = 0.024519
Epoch 1049
Validation prc-auc = 0.024004
Epoch 1050
Validation prc-auc = 0.023311
Epoch 1051
Loss = 1.6999e-01, PNorm = 78.8005, GNorm = 2.9339, lr_0 = 9.4776e-04
Loss = 3.6036e-04, PNorm = 78.8051, GNorm = 0.0183, lr_0 = 9.4775e-04
Validation prc-auc = 0.023150
Epoch 1052
Validation prc-auc = 0.022976
Epoch 1053
Validation prc-auc = 0.022554
Epoch 1054
Validation prc-auc = 0.022327
Epoch 1055
Validation prc-auc = 0.022370
Epoch 1056
Loss = 1.8317e-02, PNorm = 78.8916, GNorm = 0.1678, lr_0 = 9.4751e-04
Loss = 3.2004e-04, PNorm = 78.8999, GNorm = 0.0163, lr_0 = 9.4749e-04
Validation prc-auc = 0.022879
Epoch 1057
Validation prc-auc = 0.022974
Epoch 1058
Validation prc-auc = 0.023269
Epoch 1059
Validation prc-auc = 0.023145
Epoch 1060
Validation prc-auc = 0.022749
Epoch 1061
Loss = 9.2212e-04, PNorm = 78.9649, GNorm = 0.0231, lr_0 = 9.4728e-04
Validation prc-auc = 0.022007
Epoch 1062
Validation prc-auc = 0.021704
Epoch 1063
Validation prc-auc = 0.021515
Epoch 1064
Validation prc-auc = 0.021392
Epoch 1065
Validation prc-auc = 0.021342
Epoch 1066
Loss = 1.1266e-02, PNorm = 79.0092, GNorm = 0.2678, lr_0 = 9.4702e-04
Validation prc-auc = 0.021255
Epoch 1067
Validation prc-auc = 0.021030
Epoch 1068
Validation prc-auc = 0.020765
Epoch 1069
Validation prc-auc = 0.020748
Epoch 1070
Loss = 2.0713e-02, PNorm = 79.0500, GNorm = 0.0674, lr_0 = 9.4681e-04
Loss = 3.0654e-03, PNorm = 79.0543, GNorm = 0.1111, lr_0 = 9.4679e-04
Validation prc-auc = 0.020860
Epoch 1071
Validation prc-auc = 0.020991
Epoch 1072
Validation prc-auc = 0.021132
Epoch 1073
Validation prc-auc = 0.021093
Epoch 1074
Validation prc-auc = 0.021169
Epoch 1075
Loss = 1.0019e-02, PNorm = 79.0949, GNorm = 0.3394, lr_0 = 9.4657e-04
Validation prc-auc = 0.021210
Epoch 1076
Validation prc-auc = 0.020948
Epoch 1077
Validation prc-auc = 0.020838
Epoch 1078
Validation prc-auc = 0.020848
Epoch 1079
Validation prc-auc = 0.020892
Epoch 1080
Loss = 4.4136e-03, PNorm = 79.1136, GNorm = 0.1550, lr_0 = 9.4632e-04
Validation prc-auc = 0.021006
Epoch 1081
Validation prc-auc = 0.021097
Epoch 1082
Validation prc-auc = 0.021163
Epoch 1083
Validation prc-auc = 0.021234
Epoch 1084
Loss = 1.8848e-03, PNorm = 79.1457, GNorm = 0.0289, lr_0 = 9.4610e-04
Loss = 1.2967e-04, PNorm = 79.1486, GNorm = 0.0065, lr_0 = 9.4608e-04
Validation prc-auc = 0.021329
Epoch 1085
Validation prc-auc = 0.021301
Epoch 1086
Validation prc-auc = 0.021111
Epoch 1087
Validation prc-auc = 0.021053
Epoch 1088
Validation prc-auc = 0.020997
Epoch 1089
Loss = 2.5647e-03, PNorm = 79.1769, GNorm = 0.1046, lr_0 = 9.4585e-04
Loss = 3.3485e-03, PNorm = 79.1783, GNorm = 0.1606, lr_0 = 9.4583e-04
Validation prc-auc = 0.020989
Epoch 1090
Validation prc-auc = 0.020664
Epoch 1091
Validation prc-auc = 0.020537
Epoch 1092
Validation prc-auc = 0.020486
Epoch 1093
Validation prc-auc = 0.020420
Epoch 1094
Loss = 5.6119e-03, PNorm = 79.1909, GNorm = 0.2591, lr_0 = 9.4561e-04
Validation prc-auc = 0.020472
Epoch 1095
Validation prc-auc = 0.020603
Epoch 1096
Validation prc-auc = 0.020730
Epoch 1097
Validation prc-auc = 0.020732
Epoch 1098
Validation prc-auc = 0.020800
Epoch 1099
Loss = 1.7411e-03, PNorm = 79.2095, GNorm = 0.0544, lr_0 = 9.4536e-04
Validation prc-auc = 0.020943
Epoch 1100
Validation prc-auc = 0.020862
Epoch 1101
Validation prc-auc = 0.020597
Epoch 1102
Validation prc-auc = 0.020421
Epoch 1103
Loss = 6.2707e-03, PNorm = 79.2243, GNorm = 0.1284, lr_0 = 9.4515e-04
Loss = 4.4169e-02, PNorm = 79.2263, GNorm = 2.3610, lr_0 = 9.4513e-04
Validation prc-auc = 0.020416
Epoch 1104
Validation prc-auc = 0.020692
Epoch 1105
Validation prc-auc = 0.020976
Epoch 1106
Validation prc-auc = 0.021026
Epoch 1107
Validation prc-auc = 0.021163
Epoch 1108
Loss = 2.2270e-03, PNorm = 79.2614, GNorm = 0.0706, lr_0 = 9.4489e-04
Validation prc-auc = 0.021245
Epoch 1109
Validation prc-auc = 0.021317
Epoch 1110
Validation prc-auc = 0.021257
Epoch 1111
Validation prc-auc = 0.021258
Epoch 1112
Validation prc-auc = 0.021359
Epoch 1113
Loss = 1.2472e-03, PNorm = 79.2762, GNorm = 0.0479, lr_0 = 9.4466e-04
Validation prc-auc = 0.021557
Epoch 1114
Validation prc-auc = 0.021579
Epoch 1115
Validation prc-auc = 0.021725
Epoch 1116
Validation prc-auc = 0.021815
Epoch 1117
Loss = 6.0521e-04, PNorm = 79.2926, GNorm = 0.0412, lr_0 = 9.4444e-04
Loss = 1.7958e-03, PNorm = 79.2934, GNorm = 0.0770, lr_0 = 9.4443e-04
Validation prc-auc = 0.021802
Epoch 1118
Validation prc-auc = 0.021821
Epoch 1119
Validation prc-auc = 0.021868
Epoch 1120
Validation prc-auc = 0.021767
Epoch 1121
Validation prc-auc = 0.021557
Epoch 1122
Loss = 3.6283e-03, PNorm = 79.3069, GNorm = 0.2884, lr_0 = 9.4419e-04
Loss = 1.8656e-03, PNorm = 79.3087, GNorm = 0.1073, lr_0 = 9.4417e-04
Validation prc-auc = 0.021310
Epoch 1123
Validation prc-auc = 0.021055
Epoch 1124
Validation prc-auc = 0.021003
Epoch 1125
Validation prc-auc = 0.021179
Epoch 1126
Validation prc-auc = 0.021007
Epoch 1127
Loss = 7.9547e-04, PNorm = 79.3345, GNorm = 0.0297, lr_0 = 9.4396e-04
Validation prc-auc = 0.020996
Epoch 1128
Validation prc-auc = 0.021151
Epoch 1129
Validation prc-auc = 0.021138
Epoch 1130
Validation prc-auc = 0.021074
Epoch 1131
Validation prc-auc = 0.021105
Epoch 1132
Loss = 7.3009e-02, PNorm = 79.3577, GNorm = 1.8515, lr_0 = 9.4371e-04
Validation prc-auc = 0.021169
Epoch 1133
Validation prc-auc = 0.021123
Epoch 1134
Validation prc-auc = 0.020982
Epoch 1135
Validation prc-auc = 0.021119
Epoch 1136
Loss = 3.3411e-03, PNorm = 79.3738, GNorm = 0.1713, lr_0 = 9.4349e-04
Loss = 1.1064e-02, PNorm = 79.3759, GNorm = 0.5419, lr_0 = 9.4347e-04
Validation prc-auc = 0.021230
Epoch 1137
Validation prc-auc = 0.021532
Epoch 1138
Validation prc-auc = 0.022045
Epoch 1139
Validation prc-auc = 0.021686
Epoch 1140
Validation prc-auc = 0.020843
Epoch 1141
Loss = 3.6036e-04, PNorm = 79.4475, GNorm = 0.0058, lr_0 = 9.4324e-04
Validation prc-auc = 0.020179
Epoch 1142
Validation prc-auc = 0.019787
Epoch 1143
Validation prc-auc = 0.020068
Epoch 1144
Validation prc-auc = 0.020329
Epoch 1145
Validation prc-auc = 0.020467
Epoch 1146
Loss = 1.9532e-03, PNorm = 79.5256, GNorm = 0.1041, lr_0 = 9.4300e-04
Validation prc-auc = 0.020446
Epoch 1147
Validation prc-auc = 0.020537
Epoch 1148
Validation prc-auc = 0.020596
Epoch 1149
Validation prc-auc = 0.020579
Epoch 1150
Loss = 4.7401e-04, PNorm = 79.5627, GNorm = 0.0288, lr_0 = 9.4279e-04
Loss = 5.9239e-05, PNorm = 79.5643, GNorm = 0.0027, lr_0 = 9.4277e-04
Validation prc-auc = 0.020674
Epoch 1151
Validation prc-auc = 0.020735
Epoch 1152
Validation prc-auc = 0.020744
Epoch 1153
Validation prc-auc = 0.020540
Epoch 1154
Validation prc-auc = 0.020274
Epoch 1155
Loss = 5.9321e-03, PNorm = 79.5807, GNorm = 0.5363, lr_0 = 9.4253e-04
Loss = 3.9416e-05, PNorm = 79.5819, GNorm = 0.0016, lr_0 = 9.4252e-04
Validation prc-auc = 0.020295
Epoch 1156
Validation prc-auc = 0.020205
Epoch 1157
Validation prc-auc = 0.020421
Epoch 1158
Validation prc-auc = 0.020838
Epoch 1159
Validation prc-auc = 0.021117
Epoch 1160
Loss = 8.4439e-03, PNorm = 79.6111, GNorm = 0.3648, lr_0 = 9.4230e-04
Validation prc-auc = 0.021114
Epoch 1161
Validation prc-auc = 0.021300
Epoch 1162
Validation prc-auc = 0.021316
Epoch 1163
Validation prc-auc = 0.021398
Epoch 1164
Validation prc-auc = 0.021508
Epoch 1165
Loss = 1.2012e-03, PNorm = 79.6373, GNorm = 0.0331, lr_0 = 9.4205e-04
Validation prc-auc = 0.021538
Epoch 1166
Validation prc-auc = 0.021552
Epoch 1167
Validation prc-auc = 0.021493
Epoch 1168
Validation prc-auc = 0.021476
Epoch 1169
Loss = 6.7802e-03, PNorm = 79.6547, GNorm = 0.2612, lr_0 = 9.4183e-04
Loss = 5.6341e-03, PNorm = 79.6572, GNorm = 0.2629, lr_0 = 9.4182e-04
Validation prc-auc = 0.021567
Epoch 1170
Validation prc-auc = 0.022746
Epoch 1171
Validation prc-auc = 0.023803
Epoch 1172
Validation prc-auc = 0.024422
Epoch 1173
Validation prc-auc = 0.024762
Epoch 1174
Loss = 1.4897e-01, PNorm = 79.7559, GNorm = 0.4082, lr_0 = 9.4158e-04
Validation prc-auc = 0.025216
Epoch 1175
Validation prc-auc = 0.025693
Epoch 1176
Validation prc-auc = 0.025759
Epoch 1177
Validation prc-auc = 0.025457
Epoch 1178
Validation prc-auc = 0.025693
Epoch 1179
Loss = 3.5728e-03, PNorm = 79.9497, GNorm = 0.0999, lr_0 = 9.4135e-04
Validation prc-auc = 0.024570
Epoch 1180
Validation prc-auc = 0.023326
Epoch 1181
Validation prc-auc = 0.023159
Epoch 1182
Validation prc-auc = 0.022979
Epoch 1183
Loss = 9.8516e-02, PNorm = 80.1465, GNorm = 0.0218, lr_0 = 9.4112e-04
Validation prc-auc = 0.023405
Epoch 1184
Validation prc-auc = 0.023461
Epoch 1185
Validation prc-auc = 0.023708
Epoch 1186
Validation prc-auc = 0.023833
Epoch 1187
Validation prc-auc = 0.023742
Epoch 1188
Loss = 3.9164e-02, PNorm = 80.2323, GNorm = 0.7786, lr_0 = 9.4088e-04
Loss = 6.4550e-02, PNorm = 80.2352, GNorm = 3.2471, lr_0 = 9.4087e-04
Validation prc-auc = 0.023631
Epoch 1189
Validation prc-auc = 0.023026
Epoch 1190
Validation prc-auc = 0.022654
Epoch 1191
Validation prc-auc = 0.022707
Epoch 1192
Validation prc-auc = 0.023211
Epoch 1193
Loss = 2.6593e-03, PNorm = 80.2883, GNorm = 0.0755, lr_0 = 9.4065e-04
Validation prc-auc = 0.023598
Epoch 1194
Validation prc-auc = 0.023914
Epoch 1195
Validation prc-auc = 0.023615
Epoch 1196
Validation prc-auc = 0.023011
Epoch 1197
Validation prc-auc = 0.022644
Epoch 1198
Loss = 3.6669e-02, PNorm = 80.3785, GNorm = 1.0568, lr_0 = 9.4040e-04
Validation prc-auc = 0.022331
Epoch 1199
Validation prc-auc = 0.022040
Epoch 1200
Validation prc-auc = 0.021734
Epoch 1201
Validation prc-auc = 0.021502
Epoch 1202
Loss = 2.5247e-03, PNorm = 80.4832, GNorm = 0.0664, lr_0 = 9.4018e-04
Loss = 3.1626e-03, PNorm = 80.4885, GNorm = 0.1635, lr_0 = 9.4016e-04
Validation prc-auc = 0.021430
Epoch 1203
Validation prc-auc = 0.021273
Epoch 1204
Validation prc-auc = 0.021137
Epoch 1205
Validation prc-auc = 0.020837
Epoch 1206
Validation prc-auc = 0.020711
Epoch 1207
Loss = 3.4025e-03, PNorm = 80.5349, GNorm = 0.2611, lr_0 = 9.3993e-04
Loss = 4.9657e-04, PNorm = 80.5372, GNorm = 0.0376, lr_0 = 9.3991e-04
Validation prc-auc = 0.020613
Epoch 1208
Validation prc-auc = 0.020531
Epoch 1209
Validation prc-auc = 0.020557
Epoch 1210
Validation prc-auc = 0.020479
Epoch 1211
Validation prc-auc = 0.020473
Epoch 1212
Loss = 1.8869e-02, PNorm = 80.5660, GNorm = 0.7780, lr_0 = 9.3970e-04
Validation prc-auc = 0.020245
Epoch 1213
Validation prc-auc = 0.019937
Epoch 1214
Validation prc-auc = 0.019949
Epoch 1215
Validation prc-auc = 0.019994
Epoch 1216
Loss = 2.1281e-03, PNorm = 80.5904, GNorm = 0.0052, lr_0 = 9.3946e-04
Validation prc-auc = 0.020103
Epoch 1217
Validation prc-auc = 0.020222
Epoch 1218
Validation prc-auc = 0.020046
Epoch 1219
Validation prc-auc = 0.019070
Epoch 1220
Validation prc-auc = 0.019026
Epoch 1221
Loss = 1.5922e-02, PNorm = 80.6343, GNorm = 1.0010, lr_0 = 9.3923e-04
Loss = 5.1657e-07, PNorm = 80.6394, GNorm = 0.0000, lr_0 = 9.3922e-04
Validation prc-auc = 0.020019
Epoch 1222
Validation prc-auc = 0.020670
Epoch 1223
Validation prc-auc = 0.020768
Epoch 1224
Validation prc-auc = 0.020794
Epoch 1225
Validation prc-auc = 0.020982
Epoch 1226
Loss = 2.2434e-03, PNorm = 80.6946, GNorm = 0.0925, lr_0 = 9.3900e-04
Validation prc-auc = 0.021089
Epoch 1227
Validation prc-auc = 0.021195
Epoch 1228
Validation prc-auc = 0.021091
Epoch 1229
Validation prc-auc = 0.021213
Epoch 1230
Validation prc-auc = 0.021373
Epoch 1231
Loss = 5.5138e-04, PNorm = 80.7413, GNorm = 0.0223, lr_0 = 9.3875e-04
Validation prc-auc = 0.021324
Epoch 1232
Validation prc-auc = 0.021177
Epoch 1233
Validation prc-auc = 0.021085
Epoch 1234
Validation prc-auc = 0.021128
Epoch 1235
Loss = 6.2387e-03, PNorm = 80.7703, GNorm = 0.0965, lr_0 = 9.3853e-04
Loss = 1.9101e-02, PNorm = 80.7737, GNorm = 1.1070, lr_0 = 9.3852e-04
Validation prc-auc = 0.021247
Epoch 1236
Validation prc-auc = 0.021489
Epoch 1237
Validation prc-auc = 0.021603
Epoch 1238
Validation prc-auc = 0.021689
Epoch 1239
Validation prc-auc = 0.021695
Epoch 1240
Loss = 3.2589e-04, PNorm = 80.8204, GNorm = 0.0024, lr_0 = 9.3828e-04
Loss = 1.2937e-03, PNorm = 80.8230, GNorm = 0.0686, lr_0 = 9.3827e-04
Validation prc-auc = 0.021798
Epoch 1241
Validation prc-auc = 0.021933
Epoch 1242
Validation prc-auc = 0.022032
Epoch 1243
Validation prc-auc = 0.022219
Epoch 1244
Validation prc-auc = 0.021879
Epoch 1245
Loss = 3.8649e-04, PNorm = 80.8499, GNorm = 0.0128, lr_0 = 9.3805e-04
Validation prc-auc = 0.021735
Epoch 1246
Validation prc-auc = 0.024376
Epoch 1247
Validation prc-auc = 0.026165
Epoch 1248
Validation prc-auc = 0.026460
Epoch 1249
Loss = 2.0669e-03, PNorm = 80.9214, GNorm = 0.0080, lr_0 = 9.3782e-04
Validation prc-auc = 0.026934
Epoch 1250
Validation prc-auc = 0.027339
Epoch 1251
Validation prc-auc = 0.027850
Epoch 1252
Validation prc-auc = 0.027798
Epoch 1253
Validation prc-auc = 0.028209
Epoch 1254
Loss = 4.9397e-03, PNorm = 80.9686, GNorm = 0.0548, lr_0 = 9.3758e-04
Loss = 3.2172e-03, PNorm = 80.9713, GNorm = 0.1245, lr_0 = 9.3757e-04
Validation prc-auc = 0.028550
Epoch 1255
Validation prc-auc = 0.028703
Epoch 1256
Validation prc-auc = 0.029190
Epoch 1257
Validation prc-auc = 0.029832
Epoch 1258
Validation prc-auc = 0.029882
Epoch 1259
Loss = 2.7099e-02, PNorm = 81.0033, GNorm = 2.0546, lr_0 = 9.3735e-04
Validation prc-auc = 0.029298
Epoch 1260
Validation prc-auc = 0.028140
Epoch 1261
Validation prc-auc = 0.028212
Epoch 1262
Validation prc-auc = 0.028279
Epoch 1263
Validation prc-auc = 0.028084
Epoch 1264
Loss = 3.1189e-03, PNorm = 81.0520, GNorm = 0.1420, lr_0 = 9.3710e-04
Validation prc-auc = 0.027309
Epoch 1265
Validation prc-auc = 0.032370
Epoch 1266
Validation prc-auc = 0.035977
Epoch 1267
Validation prc-auc = 0.036912
Epoch 1268
Loss = 1.2423e-02, PNorm = 81.2307, GNorm = 2.2110, lr_0 = 9.3689e-04
Loss = 3.0431e-01, PNorm = 81.2423, GNorm = 11.4816, lr_0 = 9.3687e-04
Validation prc-auc = 0.037639
Epoch 1269
Validation prc-auc = 0.036714
Epoch 1270
Validation prc-auc = 0.037849
Epoch 1271
Validation prc-auc = 0.036904
Epoch 1272
Validation prc-auc = 0.031043
Epoch 1273
Loss = 3.5120e-02, PNorm = 81.4587, GNorm = 0.8191, lr_0 = 9.3664e-04
Loss = 2.6459e-02, PNorm = 81.4727, GNorm = 2.8453, lr_0 = 9.3662e-04
Validation prc-auc = 0.028918
Epoch 1274
Validation prc-auc = 0.029997
Epoch 1275
Validation prc-auc = 0.028908
Epoch 1276
Validation prc-auc = 0.027265
Epoch 1277
Validation prc-auc = 0.026374
Epoch 1278
Loss = 2.8728e-02, PNorm = 81.6335, GNorm = 0.6577, lr_0 = 9.3641e-04
Validation prc-auc = 0.026001
Epoch 1279
Validation prc-auc = 0.025641
Epoch 1280
Validation prc-auc = 0.025311
Epoch 1281
Validation prc-auc = 0.024709
Epoch 1282
Validation prc-auc = 0.024093
Epoch 1283
Loss = 8.3838e-03, PNorm = 81.7629, GNorm = 0.4748, lr_0 = 9.3616e-04
Validation prc-auc = 0.023810
Epoch 1284
Validation prc-auc = 0.023604
Epoch 1285
Validation prc-auc = 0.023445
Epoch 1286
Validation prc-auc = 0.023321
Epoch 1287
Loss = 3.6179e-03, PNorm = 81.8195, GNorm = 0.1187, lr_0 = 9.3594e-04
Loss = 2.5723e-03, PNorm = 81.8234, GNorm = 0.1760, lr_0 = 9.3592e-04
Validation prc-auc = 0.023299
Epoch 1288
Validation prc-auc = 0.023319
Epoch 1289
Validation prc-auc = 0.023223
Epoch 1290
Validation prc-auc = 0.023303
Epoch 1291
Validation prc-auc = 0.023365
Epoch 1292
Loss = 3.9790e-02, PNorm = 81.8654, GNorm = 1.2925, lr_0 = 9.3571e-04
Validation prc-auc = 0.023431
Epoch 1293
Validation prc-auc = 0.023708
Epoch 1294
Validation prc-auc = 0.023726
Epoch 1295
Validation prc-auc = 0.023699
Epoch 1296
Validation prc-auc = 0.023747
Epoch 1297
Loss = 5.3337e-03, PNorm = 81.9125, GNorm = 0.2057, lr_0 = 9.3546e-04
Validation prc-auc = 0.023597
Epoch 1298
Validation prc-auc = 0.023413
Epoch 1299
Validation prc-auc = 0.023168
Epoch 1300
Validation prc-auc = 0.023398
Epoch 1301
Loss = 2.2576e-02, PNorm = 81.9393, GNorm = 0.6169, lr_0 = 9.3524e-04
Loss = 6.8459e-04, PNorm = 81.9424, GNorm = 0.0387, lr_0 = 9.3523e-04
Validation prc-auc = 0.022909
Epoch 1302
Validation prc-auc = 0.022904
Epoch 1303
Validation prc-auc = 0.022856
Epoch 1304
Validation prc-auc = 0.022881
Epoch 1305
Validation prc-auc = 0.022837
Epoch 1306
Loss = 6.5632e-04, PNorm = 81.9802, GNorm = 0.0050, lr_0 = 9.3499e-04
Loss = 1.9526e-04, PNorm = 81.9819, GNorm = 0.0100, lr_0 = 9.3498e-04
Validation prc-auc = 0.022853
Epoch 1307
Validation prc-auc = 0.022452
Epoch 1308
Validation prc-auc = 0.021966
Epoch 1309
Validation prc-auc = 0.021563
Epoch 1310
Validation prc-auc = 0.021388
Epoch 1311
Loss = 4.7142e-03, PNorm = 82.0070, GNorm = 0.1577, lr_0 = 9.3476e-04
Validation prc-auc = 0.021298
Epoch 1312
Validation prc-auc = 0.021301
Epoch 1313
Validation prc-auc = 0.021350
Epoch 1314
Validation prc-auc = 0.021374
Epoch 1315
Validation prc-auc = 0.021427
Epoch 1316
Loss = 9.4948e-02, PNorm = 82.0449, GNorm = 1.0606, lr_0 = 9.3451e-04
Validation prc-auc = 0.021552
Epoch 1317
Validation prc-auc = 0.021314
Epoch 1318
Validation prc-auc = 0.021336
Epoch 1319
Validation prc-auc = 0.021324
Epoch 1320
Loss = 1.6109e-02, PNorm = 82.0617, GNorm = 0.1849, lr_0 = 9.3430e-04
Loss = 2.9145e-05, PNorm = 82.0627, GNorm = 0.0014, lr_0 = 9.3428e-04
Validation prc-auc = 0.021358
Epoch 1321
Validation prc-auc = 0.021426
Epoch 1322
Validation prc-auc = 0.021427
Epoch 1323
Validation prc-auc = 0.021321
Epoch 1324
Validation prc-auc = 0.021360
Epoch 1325
Loss = 1.0036e-02, PNorm = 82.0775, GNorm = 0.3544, lr_0 = 9.3407e-04
Validation prc-auc = 0.021359
Epoch 1326
Validation prc-auc = 0.021307
Epoch 1327
Validation prc-auc = 0.021514
Epoch 1328
Validation prc-auc = 0.021785
Epoch 1329
Validation prc-auc = 0.021782
Epoch 1330
Loss = 1.7245e-03, PNorm = 82.0941, GNorm = 0.0537, lr_0 = 9.3382e-04
Validation prc-auc = 0.021911
Epoch 1331
Validation prc-auc = 0.022040
Epoch 1332
Validation prc-auc = 0.021933
Epoch 1333
Validation prc-auc = 0.021800
Epoch 1334
Loss = 6.3684e-04, PNorm = 82.1134, GNorm = 0.0084, lr_0 = 9.3360e-04
Loss = 1.7350e-04, PNorm = 82.1152, GNorm = 0.0206, lr_0 = 9.3359e-04
Validation prc-auc = 0.021627
Epoch 1335
Validation prc-auc = 0.021417
Epoch 1336
Validation prc-auc = 0.021401
Epoch 1337
Validation prc-auc = 0.021475
Epoch 1338
Validation prc-auc = 0.021456
Epoch 1339
Loss = 2.8311e-03, PNorm = 82.1394, GNorm = 0.0798, lr_0 = 9.3336e-04
Loss = 2.1297e-05, PNorm = 82.1409, GNorm = 0.0012, lr_0 = 9.3334e-04
Validation prc-auc = 0.021464
Epoch 1340
Validation prc-auc = 0.021452
Epoch 1341
Validation prc-auc = 0.021463
Epoch 1342
Validation prc-auc = 0.021540
Epoch 1343
Validation prc-auc = 0.021542
Epoch 1344
Loss = 1.0511e-03, PNorm = 82.1554, GNorm = 0.0287, lr_0 = 9.3312e-04
Validation prc-auc = 0.021470
Epoch 1345
Validation prc-auc = 0.021552
Epoch 1346
Validation prc-auc = 0.021792
Epoch 1347
Validation prc-auc = 0.022007
Epoch 1348
Validation prc-auc = 0.021809
Epoch 1349
Loss = 2.0554e-03, PNorm = 82.1875, GNorm = 0.0712, lr_0 = 9.3288e-04
Validation prc-auc = 0.021704
Epoch 1350
Validation prc-auc = 0.021312
Epoch 1351
Validation prc-auc = 0.021212
Epoch 1352
Validation prc-auc = 0.021305
Epoch 1353
Loss = 3.7766e-03, PNorm = 82.2498, GNorm = 0.2418, lr_0 = 9.3266e-04
Loss = 1.0232e-05, PNorm = 82.2552, GNorm = 0.0004, lr_0 = 9.3264e-04
Validation prc-auc = 0.021977
Epoch 1354
Validation prc-auc = 0.022656
Epoch 1355
Validation prc-auc = 0.022754
Epoch 1356
Validation prc-auc = 0.022976
Epoch 1357
Validation prc-auc = 0.023144
Epoch 1358
Loss = 7.8226e-03, PNorm = 82.3107, GNorm = 0.0560, lr_0 = 9.3241e-04
Validation prc-auc = 0.022929
Epoch 1359
Validation prc-auc = 0.023142
Epoch 1360
Validation prc-auc = 0.022919
Epoch 1361
Validation prc-auc = 0.022843
Epoch 1362
Validation prc-auc = 0.022813
Epoch 1363
Loss = 1.9759e-03, PNorm = 82.3626, GNorm = 0.1526, lr_0 = 9.3218e-04
Validation prc-auc = 0.022668
Epoch 1364
Validation prc-auc = 0.022534
Epoch 1365
Validation prc-auc = 0.022379
Epoch 1366
Validation prc-auc = 0.022037
Epoch 1367
Loss = 7.5342e-03, PNorm = 82.3799, GNorm = 0.0816, lr_0 = 9.3197e-04
Loss = 4.3689e-04, PNorm = 82.3812, GNorm = 0.0181, lr_0 = 9.3195e-04
Validation prc-auc = 0.021875
Epoch 1368
Validation prc-auc = 0.021911
Epoch 1369
Validation prc-auc = 0.022136
Epoch 1370
Validation prc-auc = 0.022168
Epoch 1371
Validation prc-auc = 0.021991
Epoch 1372
Loss = 3.6186e-03, PNorm = 82.4036, GNorm = 0.0362, lr_0 = 9.3172e-04
Loss = 3.0030e-03, PNorm = 82.4047, GNorm = 0.1973, lr_0 = 9.3170e-04
Validation prc-auc = 0.022020
Epoch 1373
Validation prc-auc = 0.022139
Epoch 1374
Validation prc-auc = 0.022074
Epoch 1375
Validation prc-auc = 0.022082
Epoch 1376
Validation prc-auc = 0.021669
Epoch 1377
Loss = 5.5401e-03, PNorm = 82.4245, GNorm = 0.2125, lr_0 = 9.3149e-04
Validation prc-auc = 0.021845
Epoch 1378
Validation prc-auc = 0.022819
Epoch 1379
Validation prc-auc = 0.024066
Epoch 1380
Validation prc-auc = 0.025002
Epoch 1381
Validation prc-auc = 0.025901
Epoch 1382
Loss = 1.7815e-01, PNorm = 82.5793, GNorm = 6.9536, lr_0 = 9.3124e-04
Validation prc-auc = 0.030566
Epoch 1383
Validation prc-auc = 0.032222
Epoch 1384
Validation prc-auc = 0.035417
Epoch 1385
Validation prc-auc = 0.042542
Epoch 1386
Loss = 1.9316e-02, PNorm = 82.9537, GNorm = 0.4087, lr_0 = 9.3102e-04
Loss = 1.9110e-03, PNorm = 82.9901, GNorm = 0.1376, lr_0 = 9.3101e-04
Validation prc-auc = 0.038554
Epoch 1387
Validation prc-auc = 0.033790
Epoch 1388
Validation prc-auc = 0.030658
Epoch 1389
Validation prc-auc = 0.027693
Epoch 1390
Validation prc-auc = 0.026859
Epoch 1391
Loss = 5.1743e-02, PNorm = 83.3303, GNorm = 0.8560, lr_0 = 9.3078e-04
Validation prc-auc = 0.026052
Epoch 1392
Validation prc-auc = 0.025762
Epoch 1393
Validation prc-auc = 0.025610
Epoch 1394
Validation prc-auc = 0.025952
Epoch 1395
Validation prc-auc = 0.026666
Epoch 1396
Loss = 2.2573e-03, PNorm = 83.4928, GNorm = 0.1023, lr_0 = 9.3055e-04
Validation prc-auc = 0.026911
Epoch 1397
Validation prc-auc = 0.027183
Epoch 1398
Validation prc-auc = 0.027104
Epoch 1399
Validation prc-auc = 0.027846
Epoch 1400
Loss = 5.4808e-03, PNorm = 83.5630, GNorm = 0.3105, lr_0 = 9.3033e-04
Loss = 7.0371e-02, PNorm = 83.5670, GNorm = 4.1739, lr_0 = 9.3032e-04
Validation prc-auc = 0.027731
Epoch 1401
Validation prc-auc = 0.027164
Epoch 1402
Validation prc-auc = 0.027038
Epoch 1403
Validation prc-auc = 0.026141
Epoch 1404
Validation prc-auc = 0.023920
Epoch 1405
Loss = 8.8964e-03, PNorm = 83.6431, GNorm = 0.0222, lr_0 = 9.3008e-04
Loss = 1.6361e-03, PNorm = 83.6498, GNorm = 0.1513, lr_0 = 9.3007e-04
Validation prc-auc = 0.023387
Epoch 1406
Validation prc-auc = 0.022953
Epoch 1407
Validation prc-auc = 0.022837
Epoch 1408
Validation prc-auc = 0.022653
Epoch 1409
Validation prc-auc = 0.022497
Epoch 1410
Loss = 6.3275e-02, PNorm = 83.7467, GNorm = 1.7705, lr_0 = 9.2985e-04
Validation prc-auc = 0.021953
Epoch 1411
Validation prc-auc = 0.022037
Epoch 1412
Validation prc-auc = 0.022795
Epoch 1413
Validation prc-auc = 0.025085
Epoch 1414
Validation prc-auc = 0.025832
Epoch 1415
Loss = 2.7424e-02, PNorm = 83.8978, GNorm = 0.6318, lr_0 = 9.2961e-04
Validation prc-auc = 0.025409
Epoch 1416
Validation prc-auc = 0.024369
Epoch 1417
Validation prc-auc = 0.023163
Epoch 1418
Validation prc-auc = 0.023052
Epoch 1419
Loss = 8.6086e-03, PNorm = 84.0338, GNorm = 0.2769, lr_0 = 9.2939e-04
Loss = 1.0017e-04, PNorm = 84.0436, GNorm = 0.0056, lr_0 = 9.2938e-04
Validation prc-auc = 0.023169
Epoch 1420
Validation prc-auc = 0.023351
Epoch 1421
Validation prc-auc = 0.023653
Epoch 1422
Validation prc-auc = 0.023901
Epoch 1423
Validation prc-auc = 0.024387
Epoch 1424
Loss = 9.6291e-03, PNorm = 84.1275, GNorm = 0.0442, lr_0 = 9.2914e-04
Validation prc-auc = 0.024713
Epoch 1425
Validation prc-auc = 0.024739
Epoch 1426
Validation prc-auc = 0.024466
Epoch 1427
Validation prc-auc = 0.024639
Epoch 1428
Validation prc-auc = 0.024550
Epoch 1429
Loss = 4.4874e-03, PNorm = 84.1689, GNorm = 0.1894, lr_0 = 9.2891e-04
Validation prc-auc = 0.024743
Epoch 1430
Validation prc-auc = 0.024959
Epoch 1431
Validation prc-auc = 0.024916
Epoch 1432
Validation prc-auc = 0.025141
Epoch 1433
Loss = 9.9428e-03, PNorm = 84.2007, GNorm = 0.0338, lr_0 = 9.2868e-04
Validation prc-auc = 0.025636
Epoch 1434
Validation prc-auc = 0.026225
Epoch 1435
Validation prc-auc = 0.026307
Epoch 1436
Validation prc-auc = 0.026333
Epoch 1437
Validation prc-auc = 0.026679
Epoch 1438
Loss = 1.3752e-03, PNorm = 84.2301, GNorm = 0.1730, lr_0 = 9.2845e-04
Loss = 2.5911e-03, PNorm = 84.2326, GNorm = 0.1669, lr_0 = 9.2844e-04
Validation prc-auc = 0.027038
Epoch 1439
Validation prc-auc = 0.026544
Epoch 1440
Validation prc-auc = 0.026225
Epoch 1441
Validation prc-auc = 0.026100
Epoch 1442
Validation prc-auc = 0.025775
Epoch 1443
Loss = 1.3471e-03, PNorm = 84.2836, GNorm = 0.1027, lr_0 = 9.2822e-04
Validation prc-auc = 0.026181
Epoch 1444
Validation prc-auc = 0.026219
Epoch 1445
Validation prc-auc = 0.026404
Epoch 1446
Validation prc-auc = 0.026218
Epoch 1447
Validation prc-auc = 0.025398
Epoch 1448
Loss = 6.2937e-02, PNorm = 84.3622, GNorm = 1.4245, lr_0 = 9.2798e-04
Validation prc-auc = 0.026252
Epoch 1449
Validation prc-auc = 0.026651
Epoch 1450
Validation prc-auc = 0.026796
Epoch 1451
Validation prc-auc = 0.027518
Epoch 1452
Loss = 2.1484e-02, PNorm = 84.4343, GNorm = 0.7962, lr_0 = 9.2776e-04
Loss = 4.1502e-03, PNorm = 84.4400, GNorm = 0.1470, lr_0 = 9.2775e-04
Validation prc-auc = 0.027749
Epoch 1453
Validation prc-auc = 0.028458
Epoch 1454
Validation prc-auc = 0.028520
Epoch 1455
Validation prc-auc = 0.029356
Epoch 1456
Validation prc-auc = 0.029332
Epoch 1457
Loss = 2.6264e-03, PNorm = 84.5040, GNorm = 0.0261, lr_0 = 9.2752e-04
Loss = 3.3146e-04, PNorm = 84.5074, GNorm = 0.0185, lr_0 = 9.2750e-04
Validation prc-auc = 0.028738
Epoch 1458
Validation prc-auc = 0.028766
Epoch 1459
Validation prc-auc = 0.028405
Epoch 1460
Validation prc-auc = 0.028446
Epoch 1461
Validation prc-auc = 0.028011
Epoch 1462
Loss = 5.0057e-03, PNorm = 84.5336, GNorm = 0.1361, lr_0 = 9.2729e-04
Validation prc-auc = 0.028309
Epoch 1463
Validation prc-auc = 0.027927
Epoch 1464
Validation prc-auc = 0.027915
Epoch 1465
Validation prc-auc = 0.027892
Epoch 1466
Loss = 1.4624e-02, PNorm = 84.5432, GNorm = 0.0008, lr_0 = 9.2706e-04
Validation prc-auc = 0.027520
Epoch 1467
Validation prc-auc = 0.027501
Epoch 1468
Validation prc-auc = 0.027484
Epoch 1469
Validation prc-auc = 0.027755
Epoch 1470
Validation prc-auc = 0.027862
Epoch 1471
Loss = 9.8553e-04, PNorm = 84.5579, GNorm = 0.0149, lr_0 = 9.2683e-04
Loss = 1.0138e-04, PNorm = 84.5587, GNorm = 0.0037, lr_0 = 9.2681e-04
Validation prc-auc = 0.027814
Epoch 1472
Validation prc-auc = 0.027557
Epoch 1473
Validation prc-auc = 0.026249
Epoch 1474
Validation prc-auc = 0.023215
Epoch 1475
Validation prc-auc = 0.022206
Epoch 1476
Loss = 6.3610e-02, PNorm = 84.7347, GNorm = 1.2930, lr_0 = 9.2660e-04
Validation prc-auc = 0.020830
Epoch 1477
Validation prc-auc = 0.019841
Epoch 1478
Validation prc-auc = 0.021008
Epoch 1479
Validation prc-auc = 0.022178
Epoch 1480
Validation prc-auc = 0.022536
Epoch 1481
Loss = 1.2164e-01, PNorm = 85.1866, GNorm = 3.0190, lr_0 = 9.2635e-04
Validation prc-auc = 0.024084
Epoch 1482
Validation prc-auc = 0.026517
Epoch 1483
Validation prc-auc = 0.027251
Epoch 1484
Validation prc-auc = 0.027163
Epoch 1485
Loss = 3.5399e-02, PNorm = 85.5233, GNorm = 1.1069, lr_0 = 9.2614e-04
Loss = 2.3548e-03, PNorm = 85.5462, GNorm = 0.0894, lr_0 = 9.2612e-04
Validation prc-auc = 0.026605
Epoch 1486
Validation prc-auc = 0.026280
Epoch 1487
Validation prc-auc = 0.026630
Epoch 1488
Validation prc-auc = 0.026627
Epoch 1489
Validation prc-auc = 0.027801
Epoch 1490
Loss = 7.2244e-02, PNorm = 85.8056, GNorm = 1.6065, lr_0 = 9.2589e-04
Loss = 1.5120e-02, PNorm = 85.8221, GNorm = 0.4277, lr_0 = 9.2587e-04
Validation prc-auc = 0.029643
Epoch 1491
Validation prc-auc = 0.031133
Epoch 1492
Validation prc-auc = 0.031677
Epoch 1493
Validation prc-auc = 0.031430
Epoch 1494
Validation prc-auc = 0.030980
Epoch 1495
Loss = 6.5160e-02, PNorm = 86.0719, GNorm = 1.3608, lr_0 = 9.2566e-04
Validation prc-auc = 0.029296
Epoch 1496
Validation prc-auc = 0.028320
Epoch 1497
Validation prc-auc = 0.027653
Epoch 1498
Validation prc-auc = 0.027480
Epoch 1499
Loss = 1.7070e-02, PNorm = 86.2106, GNorm = 0.0850, lr_0 = 9.2543e-04
Validation prc-auc = 0.027569
Epoch 1500
Validation prc-auc = 0.027751
Epoch 1501
Validation prc-auc = 0.027245
Epoch 1502
Validation prc-auc = 0.026656
Epoch 1503
Validation prc-auc = 0.026207
Epoch 1504
Loss = 4.7134e-03, PNorm = 86.3214, GNorm = 0.0510, lr_0 = 9.2520e-04
Loss = 1.0609e-05, PNorm = 86.3270, GNorm = 0.0004, lr_0 = 9.2518e-04
Validation prc-auc = 0.026237
Epoch 1505
Validation prc-auc = 0.026048
Epoch 1506
Validation prc-auc = 0.025941
Epoch 1507
Validation prc-auc = 0.026126
Epoch 1508
Validation prc-auc = 0.026141
Epoch 1509
Loss = 1.4482e-03, PNorm = 86.3709, GNorm = 0.0299, lr_0 = 9.2497e-04
Validation prc-auc = 0.026284
Epoch 1510
Validation prc-auc = 0.026474
Epoch 1511
Validation prc-auc = 0.026314
Epoch 1512
Validation prc-auc = 0.026517
Epoch 1513
Validation prc-auc = 0.026399
Epoch 1514
Loss = 8.1630e-03, PNorm = 86.4022, GNorm = 0.2393, lr_0 = 9.2472e-04
Validation prc-auc = 0.026214
Epoch 1515
Validation prc-auc = 0.026036
Epoch 1516
Validation prc-auc = 0.025627
Epoch 1517
Validation prc-auc = 0.025677
Epoch 1518
Loss = 4.4555e-03, PNorm = 86.4295, GNorm = 0.1069, lr_0 = 9.2451e-04
Loss = 3.2146e-03, PNorm = 86.4321, GNorm = 0.1266, lr_0 = 9.2449e-04
Validation prc-auc = 0.025982
Epoch 1519
Validation prc-auc = 0.026139
Epoch 1520
Validation prc-auc = 0.026221
Epoch 1521
Validation prc-auc = 0.026382
Epoch 1522
Validation prc-auc = 0.026297
Epoch 1523
Loss = 1.2289e-02, PNorm = 86.4646, GNorm = 1.1148, lr_0 = 9.2427e-04
Loss = 2.1160e-04, PNorm = 86.4662, GNorm = 0.0113, lr_0 = 9.2425e-04
Validation prc-auc = 0.026467
Epoch 1524
Validation prc-auc = 0.026563
Epoch 1525
Validation prc-auc = 0.026513
Epoch 1526
Validation prc-auc = 0.026330
Epoch 1527
Validation prc-auc = 0.026623
Epoch 1528
Loss = 5.7786e-03, PNorm = 86.4903, GNorm = 0.1892, lr_0 = 9.2404e-04
Validation prc-auc = 0.026932
Epoch 1529
Validation prc-auc = 0.026971
Epoch 1530
Validation prc-auc = 0.027013
Epoch 1531
Validation prc-auc = 0.027069
Epoch 1532
Validation prc-auc = 0.027188
Epoch 1533
Loss = 1.4055e-02, PNorm = 86.5082, GNorm = 0.5463, lr_0 = 9.2379e-04
Validation prc-auc = 0.026854
Epoch 1534
Validation prc-auc = 0.026681
Epoch 1535
Validation prc-auc = 0.026613
Epoch 1536
Validation prc-auc = 0.026494
Epoch 1537
Loss = 2.4719e-03, PNorm = 86.5230, GNorm = 0.1215, lr_0 = 9.2358e-04
Loss = 3.7784e-04, PNorm = 86.5247, GNorm = 0.0165, lr_0 = 9.2356e-04
Validation prc-auc = 0.026546
Epoch 1538
Validation prc-auc = 0.026588
Epoch 1539
Validation prc-auc = 0.026301
Epoch 1540
Validation prc-auc = 0.026287
Epoch 1541
Validation prc-auc = 0.026217
Epoch 1542
Loss = 1.8304e-03, PNorm = 86.5436, GNorm = 0.0391, lr_0 = 9.2335e-04
Validation prc-auc = 0.026261
Epoch 1543
Validation prc-auc = 0.026801
Epoch 1544
Validation prc-auc = 0.026946
Epoch 1545
Validation prc-auc = 0.027228
Epoch 1546
Validation prc-auc = 0.027596
Epoch 1547
Loss = 2.1490e-02, PNorm = 86.5764, GNorm = 1.0388, lr_0 = 9.2310e-04
Validation prc-auc = 0.028008
Epoch 1548
Validation prc-auc = 0.028009
Epoch 1549
Validation prc-auc = 0.028151
Epoch 1550
Validation prc-auc = 0.027682
Epoch 1551
Loss = 9.3071e-03, PNorm = 86.6138, GNorm = 0.5188, lr_0 = 9.2289e-04
Loss = 1.8487e-04, PNorm = 86.6172, GNorm = 0.0072, lr_0 = 9.2287e-04
Validation prc-auc = 0.027508
Epoch 1552
Validation prc-auc = 0.027742
Epoch 1553
Validation prc-auc = 0.027529
Epoch 1554
Validation prc-auc = 0.027401
Epoch 1555
Validation prc-auc = 0.027244
Epoch 1556
Loss = 2.9343e-03, PNorm = 86.6512, GNorm = 0.0172, lr_0 = 9.2264e-04
Loss = 2.7379e-04, PNorm = 86.6524, GNorm = 0.0119, lr_0 = 9.2263e-04
Validation prc-auc = 0.027140
Epoch 1557
Validation prc-auc = 0.026941
Epoch 1558
Validation prc-auc = 0.026888
Epoch 1559
Validation prc-auc = 0.026973
Epoch 1560
Validation prc-auc = 0.026952
Epoch 1561
Loss = 5.6947e-03, PNorm = 86.6622, GNorm = 0.3129, lr_0 = 9.2242e-04
Validation prc-auc = 0.027059
Epoch 1562
Validation prc-auc = 0.027173
Epoch 1563
Validation prc-auc = 0.027086
Epoch 1564
Validation prc-auc = 0.027204
Epoch 1565
Validation prc-auc = 0.027197
Epoch 1566
Loss = 8.3325e-04, PNorm = 86.6753, GNorm = 0.0259, lr_0 = 9.2217e-04
Validation prc-auc = 0.026816
Epoch 1567
Validation prc-auc = 0.026816
Epoch 1568
Validation prc-auc = 0.026672
Epoch 1569
Validation prc-auc = 0.026673
Epoch 1570
Loss = 1.3918e-03, PNorm = 86.6818, GNorm = 0.0480, lr_0 = 9.2196e-04
Loss = 3.6954e-03, PNorm = 86.6826, GNorm = 0.2602, lr_0 = 9.2194e-04
Validation prc-auc = 0.026816
Epoch 1571
Validation prc-auc = 0.026509
Epoch 1572
Validation prc-auc = 0.026547
Epoch 1573
Validation prc-auc = 0.026504
Epoch 1574
Validation prc-auc = 0.026515
Epoch 1575
Loss = 4.6009e-03, PNorm = 86.6926, GNorm = 0.1597, lr_0 = 9.2173e-04
Validation prc-auc = 0.026567
Epoch 1576
Validation prc-auc = 0.026633
Epoch 1577
Validation prc-auc = 0.026328
Epoch 1578
Validation prc-auc = 0.026137
Epoch 1579
Validation prc-auc = 0.025957
Epoch 1580
Loss = 9.0462e-04, PNorm = 86.6996, GNorm = 0.0489, lr_0 = 9.2148e-04
Validation prc-auc = 0.025779
Epoch 1581
Validation prc-auc = 0.025862
Epoch 1582
Validation prc-auc = 0.025813
Epoch 1583
Validation prc-auc = 0.025916
Epoch 1584
Loss = 8.7191e-04, PNorm = 86.7100, GNorm = 0.0672, lr_0 = 9.2127e-04
Loss = 3.4553e-04, PNorm = 86.7116, GNorm = 0.0125, lr_0 = 9.2125e-04
Validation prc-auc = 0.026437
Epoch 1585
Validation prc-auc = 0.026804
Epoch 1586
Validation prc-auc = 0.027019
Epoch 1587
Validation prc-auc = 0.026626
Epoch 1588
Validation prc-auc = 0.026323
Epoch 1589
Loss = 1.2270e-02, PNorm = 86.7290, GNorm = 0.0291, lr_0 = 9.2103e-04
Loss = 8.6882e-04, PNorm = 86.7301, GNorm = 0.0522, lr_0 = 9.2101e-04
Validation prc-auc = 0.026303
Epoch 1590
Validation prc-auc = 0.026001
Epoch 1591
Validation prc-auc = 0.025696
Epoch 1592
Validation prc-auc = 0.025413
Epoch 1593
Validation prc-auc = 0.025410
Epoch 1594
Loss = 1.0197e-03, PNorm = 86.7447, GNorm = 0.0603, lr_0 = 9.2080e-04
Validation prc-auc = 0.025328
Epoch 1595
Validation prc-auc = 0.025262
Epoch 1596
Validation prc-auc = 0.025366
Epoch 1597
Validation prc-auc = 0.025376
Epoch 1598
Validation prc-auc = 0.025348
Epoch 1599
Loss = 8.6811e-04, PNorm = 86.7598, GNorm = 0.0327, lr_0 = 9.2055e-04
Validation prc-auc = 0.025237
Epoch 1600
Validation prc-auc = 0.024525
Epoch 1601
Validation prc-auc = 0.023903
Epoch 1602
Validation prc-auc = 0.022946
Epoch 1603
Loss = 1.4976e-03, PNorm = 86.7716, GNorm = 0.0626, lr_0 = 9.2034e-04
Loss = 5.3119e-04, PNorm = 86.7727, GNorm = 0.0311, lr_0 = 9.2032e-04
Validation prc-auc = 0.022118
Epoch 1604
Validation prc-auc = 0.021628
Epoch 1605
Validation prc-auc = 0.021239
Epoch 1606
Validation prc-auc = 0.020896
Epoch 1607
Validation prc-auc = 0.021449
Epoch 1608
Loss = 1.3195e-02, PNorm = 86.7975, GNorm = 0.0200, lr_0 = 9.2010e-04
Validation prc-auc = 0.023389
Epoch 1609
Validation prc-auc = 0.024954
Epoch 1610
Validation prc-auc = 0.025561
Epoch 1611
Validation prc-auc = 0.025098
Epoch 1612
Validation prc-auc = 0.024491
Epoch 1613
Loss = 8.9133e-03, PNorm = 86.8456, GNorm = 0.7952, lr_0 = 9.1987e-04
Validation prc-auc = 0.024516
Epoch 1614
Validation prc-auc = 0.024825
Epoch 1615
Validation prc-auc = 0.025187
Epoch 1616
Validation prc-auc = 0.025105
Epoch 1617
Loss = 1.9954e-02, PNorm = 86.8879, GNorm = 0.0256, lr_0 = 9.1966e-04
Loss = 5.8809e-03, PNorm = 86.8899, GNorm = 0.3450, lr_0 = 9.1964e-04
Validation prc-auc = 0.025081
Epoch 1618
Validation prc-auc = 0.025077
Epoch 1619
Validation prc-auc = 0.024806
Epoch 1620
Validation prc-auc = 0.024260
Epoch 1621
Validation prc-auc = 0.023863
Epoch 1622
Loss = 1.5202e-03, PNorm = 86.9195, GNorm = 0.0696, lr_0 = 9.1941e-04
Loss = 4.2652e-05, PNorm = 86.9214, GNorm = 0.0033, lr_0 = 9.1939e-04
Validation prc-auc = 0.023686
Epoch 1623
Validation prc-auc = 0.023722
Epoch 1624
Validation prc-auc = 0.023773
Epoch 1625
Validation prc-auc = 0.023918
Epoch 1626
Validation prc-auc = 0.023839
Epoch 1627
Loss = 2.9045e-04, PNorm = 86.9435, GNorm = 0.0109, lr_0 = 9.1918e-04
Validation prc-auc = 0.023888
Epoch 1628
Validation prc-auc = 0.023868
Epoch 1629
Validation prc-auc = 0.024202
Epoch 1630
Validation prc-auc = 0.024260
Epoch 1631
Validation prc-auc = 0.024245
Epoch 1632
Loss = 3.9958e-03, PNorm = 86.9573, GNorm = 0.1668, lr_0 = 9.1894e-04
Validation prc-auc = 0.024230
Epoch 1633
Validation prc-auc = 0.024629
Epoch 1634
Validation prc-auc = 0.025028
Epoch 1635
Validation prc-auc = 0.024953
Epoch 1636
Loss = 5.1691e-03, PNorm = 86.9852, GNorm = 0.0186, lr_0 = 9.1873e-04
Loss = 7.4001e-05, PNorm = 86.9876, GNorm = 0.0039, lr_0 = 9.1871e-04
Validation prc-auc = 0.025120
Epoch 1637
Validation prc-auc = 0.025212
Epoch 1638
Validation prc-auc = 0.025239
Epoch 1639
Validation prc-auc = 0.025367
Epoch 1640
Validation prc-auc = 0.025349
Epoch 1641
Loss = 3.6883e-03, PNorm = 87.0082, GNorm = 0.4777, lr_0 = 9.1848e-04
Validation prc-auc = 0.025394
Epoch 1642
Validation prc-auc = 0.025473
Epoch 1643
Validation prc-auc = 0.025501
Epoch 1644
Validation prc-auc = 0.025570
Epoch 1645
Validation prc-auc = 0.025502
Epoch 1646
Loss = 1.7215e-04, PNorm = 87.0157, GNorm = 0.0117, lr_0 = 9.1825e-04
Validation prc-auc = 0.025386
Epoch 1647
Validation prc-auc = 0.025129
Epoch 1648
Validation prc-auc = 0.024967
Epoch 1649
Validation prc-auc = 0.024766
Epoch 1650
Loss = 3.5729e-04, PNorm = 87.0273, GNorm = 0.0269, lr_0 = 9.1804e-04
Loss = 4.3188e-05, PNorm = 87.0282, GNorm = 0.0025, lr_0 = 9.1803e-04
Validation prc-auc = 0.024717
Epoch 1651
Validation prc-auc = 0.024719
Epoch 1652
Validation prc-auc = 0.024681
Epoch 1653
Validation prc-auc = 0.024654
Epoch 1654
Validation prc-auc = 0.024809
Epoch 1655
Loss = 7.7107e-04, PNorm = 87.0343, GNorm = 0.0575, lr_0 = 9.1780e-04
Loss = 4.8790e-05, PNorm = 87.0345, GNorm = 0.0033, lr_0 = 9.1778e-04
Validation prc-auc = 0.025186
Epoch 1656
Validation prc-auc = 0.025857
Epoch 1657
Validation prc-auc = 0.028973
Epoch 1658
Validation prc-auc = 0.030141
Epoch 1659
Validation prc-auc = 0.029677
Epoch 1660
Loss = 1.2749e-04, PNorm = 87.0892, GNorm = 0.0074, lr_0 = 9.1757e-04
Validation prc-auc = 0.029659
Epoch 1661
Validation prc-auc = 0.029726
Epoch 1662
Validation prc-auc = 0.030194
Epoch 1663
Validation prc-auc = 0.030543
Epoch 1664
Validation prc-auc = 0.030845
Epoch 1665
Loss = 3.8755e-03, PNorm = 87.1485, GNorm = 0.1522, lr_0 = 9.1733e-04
Validation prc-auc = 0.030509
Epoch 1666
Validation prc-auc = 0.029704
Epoch 1667
Validation prc-auc = 0.029135
Epoch 1668
Validation prc-auc = 0.028816
Epoch 1669
Loss = 4.0285e-03, PNorm = 87.1935, GNorm = 0.0929, lr_0 = 9.1712e-04
Loss = 2.7498e-04, PNorm = 87.1959, GNorm = 0.0184, lr_0 = 9.1710e-04
Validation prc-auc = 0.028793
Epoch 1670
Validation prc-auc = 0.028963
Epoch 1671
Validation prc-auc = 0.028784
Epoch 1672
Validation prc-auc = 0.028884
Epoch 1673
Validation prc-auc = 0.029375
Epoch 1674
Loss = 7.9641e-04, PNorm = 87.2191, GNorm = 0.0621, lr_0 = 9.1687e-04
Validation prc-auc = 0.029699
Epoch 1675
Validation prc-auc = 0.030145
Epoch 1676
Validation prc-auc = 0.030120
Epoch 1677
Validation prc-auc = 0.030542
Epoch 1678
Validation prc-auc = 0.030565
Epoch 1679
Loss = 3.2355e-03, PNorm = 87.2288, GNorm = 0.1364, lr_0 = 9.1664e-04
Validation prc-auc = 0.030634
Epoch 1680
Validation prc-auc = 0.030040
Epoch 1681
Validation prc-auc = 0.030195
Epoch 1682
Validation prc-auc = 0.029961
Epoch 1683
Loss = 7.9713e-03, PNorm = 87.2778, GNorm = 0.1001, lr_0 = 9.1642e-04
Validation prc-auc = 0.029707
Epoch 1684
Validation prc-auc = 0.029697
Epoch 1685
Validation prc-auc = 0.029642
Epoch 1686
Validation prc-auc = 0.029483
Epoch 1687
Validation prc-auc = 0.029540
Epoch 1688
Loss = 5.9531e-04, PNorm = 87.3273, GNorm = 0.0152, lr_0 = 9.1619e-04
Loss = 1.8075e-03, PNorm = 87.3299, GNorm = 0.1233, lr_0 = 9.1617e-04
Validation prc-auc = 0.029620
Epoch 1689
Validation prc-auc = 0.029748
Epoch 1690
Validation prc-auc = 0.029727
Epoch 1691
Validation prc-auc = 0.029692
Epoch 1692
Validation prc-auc = 0.029631
Epoch 1693
Loss = 3.3038e-03, PNorm = 87.3507, GNorm = 0.1921, lr_0 = 9.1596e-04
Validation prc-auc = 0.029694
Epoch 1694
Validation prc-auc = 0.029774
Epoch 1695
Validation prc-auc = 0.029634
Epoch 1696
Validation prc-auc = 0.028954
Epoch 1697
Validation prc-auc = 0.026923
Epoch 1698
Loss = 1.1624e-01, PNorm = 87.3856, GNorm = 3.7417, lr_0 = 9.1572e-04
Validation prc-auc = 0.029386
Epoch 1699
Validation prc-auc = 0.029238
Epoch 1700
Validation prc-auc = 0.028609
Epoch 1701
Validation prc-auc = 0.028536
Epoch 1702
Loss = 8.8483e-04, PNorm = 87.5588, GNorm = 0.0274, lr_0 = 9.1551e-04
Loss = 2.2788e-04, PNorm = 87.5677, GNorm = 0.0101, lr_0 = 9.1549e-04
Validation prc-auc = 0.028752
Epoch 1703
Validation prc-auc = 0.029075
Epoch 1704
Validation prc-auc = 0.029701
Epoch 1705
Validation prc-auc = 0.030044
Epoch 1706
Validation prc-auc = 0.030528
Epoch 1707
Loss = 1.5957e-02, PNorm = 87.6433, GNorm = 0.1644, lr_0 = 9.1526e-04
Loss = 2.0008e-03, PNorm = 87.6470, GNorm = 0.1378, lr_0 = 9.1525e-04
Validation prc-auc = 0.030518
Epoch 1708
Validation prc-auc = 0.030405
Epoch 1709
Validation prc-auc = 0.029547
Epoch 1710
Validation prc-auc = 0.027378
Epoch 1711
Validation prc-auc = 0.026823
Epoch 1712
Loss = 9.4078e-04, PNorm = 87.7499, GNorm = 0.0294, lr_0 = 9.1504e-04
Validation prc-auc = 0.026769
Epoch 1713
Validation prc-auc = 0.027268
Epoch 1714
Validation prc-auc = 0.027726
Epoch 1715
Validation prc-auc = 0.028453
Epoch 1716
Loss = 7.8970e-02, PNorm = 87.8715, GNorm = 0.0715, lr_0 = 9.1481e-04
Validation prc-auc = 0.027907
Epoch 1717
Validation prc-auc = 0.027598
Epoch 1718
Validation prc-auc = 0.027651
Epoch 1719
Validation prc-auc = 0.027802
Epoch 1720
Validation prc-auc = 0.027972
Epoch 1721
Loss = 6.6729e-03, PNorm = 87.9916, GNorm = 0.3623, lr_0 = 9.1458e-04
Loss = 1.1802e-04, PNorm = 87.9973, GNorm = 0.0049, lr_0 = 9.1457e-04
Validation prc-auc = 0.028227
Epoch 1722
Validation prc-auc = 0.028356
Epoch 1723
Validation prc-auc = 0.028189
Epoch 1724
Validation prc-auc = 0.027438
Epoch 1725
Validation prc-auc = 0.025611
Epoch 1726
Loss = 3.7324e-03, PNorm = 88.0506, GNorm = 0.1720, lr_0 = 9.1436e-04
Validation prc-auc = 0.025162
Epoch 1727
Validation prc-auc = 0.025205
Epoch 1728
Validation prc-auc = 0.024827
Epoch 1729
Validation prc-auc = 0.024713
Epoch 1730
Validation prc-auc = 0.025052
Epoch 1731
Loss = 4.7816e-03, PNorm = 88.1335, GNorm = 0.1796, lr_0 = 9.1411e-04
Validation prc-auc = 0.025158
Epoch 1732
Validation prc-auc = 0.025193
Epoch 1733
Validation prc-auc = 0.025036
Epoch 1734
Validation prc-auc = 0.024833
Epoch 1735
Loss = 9.9594e-04, PNorm = 88.1687, GNorm = 0.0168, lr_0 = 9.1390e-04
Loss = 8.7000e-05, PNorm = 88.1702, GNorm = 0.0076, lr_0 = 9.1389e-04
Validation prc-auc = 0.024643
Epoch 1736
Validation prc-auc = 0.024752
Epoch 1737
Validation prc-auc = 0.024822
Epoch 1738
Validation prc-auc = 0.024837
Epoch 1739
Validation prc-auc = 0.024842
Epoch 1740
Loss = 1.9933e-03, PNorm = 88.1900, GNorm = 0.1110, lr_0 = 9.1366e-04
Loss = 2.5482e-04, PNorm = 88.1910, GNorm = 0.0101, lr_0 = 9.1364e-04
Validation prc-auc = 0.024465
Epoch 1741
Validation prc-auc = 0.024368
Epoch 1742
Validation prc-auc = 0.024296
Epoch 1743
Validation prc-auc = 0.023971
Epoch 1744
Validation prc-auc = 0.023912
Epoch 1745
Loss = 1.1304e-03, PNorm = 88.2011, GNorm = 0.0300, lr_0 = 9.1343e-04
Validation prc-auc = 0.023835
Epoch 1746
Validation prc-auc = 0.023918
Epoch 1747
Validation prc-auc = 0.023787
Epoch 1748
Validation prc-auc = 0.023676
Epoch 1749
Loss = 4.9948e-03, PNorm = 88.2133, GNorm = 0.0021, lr_0 = 9.1320e-04
Validation prc-auc = 0.023575
Epoch 1750
Validation prc-auc = 0.023504
Epoch 1751
Validation prc-auc = 0.023524
Epoch 1752
Validation prc-auc = 0.023572
Epoch 1753
Validation prc-auc = 0.023880
Epoch 1754
Loss = 7.8477e-02, PNorm = 88.2712, GNorm = 1.9132, lr_0 = 9.1298e-04
Loss = 4.3944e-03, PNorm = 88.2797, GNorm = 0.3720, lr_0 = 9.1296e-04
Validation prc-auc = 0.023482
Epoch 1755
Validation prc-auc = 0.023395
Epoch 1756
Validation prc-auc = 0.023238
Epoch 1757
Validation prc-auc = 0.023391
Epoch 1758
Validation prc-auc = 0.024176
Epoch 1759
Loss = 4.7118e-03, PNorm = 88.3830, GNorm = 0.3060, lr_0 = 9.1275e-04
Validation prc-auc = 0.024218
Epoch 1760
Validation prc-auc = 0.025339
Epoch 1761
Validation prc-auc = 0.026489
Epoch 1762
Validation prc-auc = 0.026909
Epoch 1763
Validation prc-auc = 0.027924
Epoch 1764
Loss = 5.2390e-02, PNorm = 88.4978, GNorm = 2.7149, lr_0 = 9.1251e-04
Validation prc-auc = 0.029003
Epoch 1765
Validation prc-auc = 0.026194
Epoch 1766
Validation prc-auc = 0.024288
Epoch 1767
Validation prc-auc = 0.028578
Epoch 1768
Loss = 6.6515e-02, PNorm = 88.7328, GNorm = 0.0194, lr_0 = 9.1230e-04
Loss = 1.3961e-01, PNorm = 88.7714, GNorm = 8.1693, lr_0 = 9.1228e-04
Validation prc-auc = 0.035893
Epoch 1769
Validation prc-auc = 0.039504
Epoch 1770
Validation prc-auc = 0.040447
Epoch 1771
Validation prc-auc = 0.043558
Epoch 1772
Validation prc-auc = 0.040791
Epoch 1773
Loss = 3.9790e-01, PNorm = 89.2495, GNorm = 2.1898, lr_0 = 9.1206e-04
Loss = 1.8322e-03, PNorm = 89.2749, GNorm = 0.1504, lr_0 = 9.1204e-04
Validation prc-auc = 0.036046
Epoch 1774
Validation prc-auc = 0.036930
Epoch 1775
Validation prc-auc = 0.038854
Epoch 1776
Validation prc-auc = 0.040921
Epoch 1777
Validation prc-auc = 0.033794
Epoch 1778
Loss = 3.8483e-02, PNorm = 89.5889, GNorm = 1.1386, lr_0 = 9.1183e-04
Validation prc-auc = 0.031510
Epoch 1779
Validation prc-auc = 0.032302
Epoch 1780
Validation prc-auc = 0.029739
Epoch 1781
Validation prc-auc = 0.026685
Epoch 1782
Validation prc-auc = 0.027340
Epoch 1783
Loss = 1.3450e-02, PNorm = 90.0628, GNorm = 0.4959, lr_0 = 9.1159e-04
Validation prc-auc = 0.028031
Epoch 1784
Validation prc-auc = 0.027756
Epoch 1785
Validation prc-auc = 0.028366
Epoch 1786
Validation prc-auc = 0.028105
Epoch 1787
Loss = 5.9888e-02, PNorm = 90.3200, GNorm = 2.1300, lr_0 = 9.1138e-04
Loss = 3.3278e-03, PNorm = 90.3359, GNorm = 0.1159, lr_0 = 9.1136e-04
Validation prc-auc = 0.028729
Epoch 1788
Validation prc-auc = 0.030694
Epoch 1789
Validation prc-auc = 0.032637
Epoch 1790
Validation prc-auc = 0.033852
Epoch 1791
Validation prc-auc = 0.032775
Epoch 1792
Loss = 2.7453e-02, PNorm = 90.5132, GNorm = 0.7023, lr_0 = 9.1115e-04
Validation prc-auc = 0.028954
Epoch 1793
Validation prc-auc = 0.024461
Epoch 1794
Validation prc-auc = 0.022284
Epoch 1795
Validation prc-auc = 0.021136
Epoch 1796
Validation prc-auc = 0.020085
Epoch 1797
Loss = 3.8934e-02, PNorm = 90.7665, GNorm = 0.7933, lr_0 = 9.1091e-04
Validation prc-auc = 0.019664
Epoch 1798
Validation prc-auc = 0.019846
Epoch 1799
Validation prc-auc = 0.020122
Epoch 1800
Validation prc-auc = 0.020677
Epoch 1801
Loss = 1.1010e-02, PNorm = 90.8726, GNorm = 0.7689, lr_0 = 9.1070e-04
Loss = 6.2590e-03, PNorm = 90.8791, GNorm = 0.2586, lr_0 = 9.1068e-04
Validation prc-auc = 0.020691
Epoch 1802
Validation prc-auc = 0.020675
Epoch 1803
Validation prc-auc = 0.020787
Epoch 1804
Validation prc-auc = 0.021278
Epoch 1805
Validation prc-auc = 0.021970
Epoch 1806
Loss = 2.7399e-02, PNorm = 90.9595, GNorm = 0.5477, lr_0 = 9.1046e-04
Loss = 1.2874e-02, PNorm = 90.9665, GNorm = 0.6363, lr_0 = 9.1044e-04
Validation prc-auc = 0.023482
Epoch 1807
Validation prc-auc = 0.024965
Epoch 1808
Validation prc-auc = 0.025154
Epoch 1809
Validation prc-auc = 0.025402
Epoch 1810
Validation prc-auc = 0.025466
Epoch 1811
Loss = 1.6113e-03, PNorm = 91.0312, GNorm = 0.0347, lr_0 = 9.1023e-04
Validation prc-auc = 0.025612
Epoch 1812
Validation prc-auc = 0.026202
Epoch 1813
Validation prc-auc = 0.026165
Epoch 1814
Validation prc-auc = 0.025455
Epoch 1815
Validation prc-auc = 0.025273
Epoch 1816
Loss = 1.2611e-03, PNorm = 91.0641, GNorm = 0.0691, lr_0 = 9.0999e-04
Validation prc-auc = 0.025768
Epoch 1817
Validation prc-auc = 0.026230
Epoch 1818
Validation prc-auc = 0.026801
Epoch 1819
Validation prc-auc = 0.027398
Epoch 1820
Loss = 4.8270e-03, PNorm = 91.0843, GNorm = 0.0992, lr_0 = 9.0978e-04
Loss = 7.1613e-05, PNorm = 91.0863, GNorm = 0.0037, lr_0 = 9.0976e-04
Validation prc-auc = 0.027844
Epoch 1821
Validation prc-auc = 0.027457
Epoch 1822
Validation prc-auc = 0.027615
Epoch 1823
Validation prc-auc = 0.027302
Epoch 1824
Validation prc-auc = 0.027171
Epoch 1825
Loss = 7.1902e-04, PNorm = 91.1056, GNorm = 0.0234, lr_0 = 9.0955e-04
Validation prc-auc = 0.027096
Epoch 1826
Validation prc-auc = 0.027434
Epoch 1827
Validation prc-auc = 0.027430
Epoch 1828
Validation prc-auc = 0.027566
Epoch 1829
Validation prc-auc = 0.027533
Epoch 1830
Loss = 7.3466e-04, PNorm = 91.1191, GNorm = 0.0143, lr_0 = 9.0931e-04
Validation prc-auc = 0.027441
Epoch 1831
Validation prc-auc = 0.027405
Epoch 1832
Validation prc-auc = 0.027365
Epoch 1833
Validation prc-auc = 0.026881
Epoch 1834
Loss = 1.1028e-03, PNorm = 91.1295, GNorm = 0.0335, lr_0 = 9.0910e-04
Loss = 4.0668e-05, PNorm = 91.1305, GNorm = 0.0019, lr_0 = 9.0909e-04
Validation prc-auc = 0.026616
Epoch 1835
Validation prc-auc = 0.026510
Epoch 1836
Validation prc-auc = 0.026275
Epoch 1837
Validation prc-auc = 0.025781
Epoch 1838
Validation prc-auc = 0.025727
Epoch 1839
Loss = 3.7970e-03, PNorm = 91.1457, GNorm = 0.1720, lr_0 = 9.0886e-04
Loss = 3.6222e-04, PNorm = 91.1473, GNorm = 0.0245, lr_0 = 9.0884e-04
Validation prc-auc = 0.025731
Epoch 1840
Validation prc-auc = 0.025480
Epoch 1841
Validation prc-auc = 0.025383
Epoch 1842
Validation prc-auc = 0.025417
Epoch 1843
Validation prc-auc = 0.025831
Epoch 1844
Loss = 1.7636e-03, PNorm = 91.1693, GNorm = 0.0434, lr_0 = 9.0863e-04
Validation prc-auc = 0.025703
Epoch 1845
Validation prc-auc = 0.025702
Epoch 1846
Validation prc-auc = 0.026018
Epoch 1847
Validation prc-auc = 0.026248
Epoch 1848
Validation prc-auc = 0.026773
Epoch 1849
Loss = 6.6680e-04, PNorm = 91.1916, GNorm = 0.0144, lr_0 = 9.0839e-04
Validation prc-auc = 0.025306
Epoch 1850
Validation prc-auc = 0.025226
Epoch 1851
Validation prc-auc = 0.024829
Epoch 1852
Validation prc-auc = 0.024382
Epoch 1853
Loss = 5.4431e-03, PNorm = 91.2137, GNorm = 0.0645, lr_0 = 9.0818e-04
Loss = 1.0381e-03, PNorm = 91.2157, GNorm = 0.0545, lr_0 = 9.0817e-04
Validation prc-auc = 0.023522
Epoch 1854
Validation prc-auc = 0.023186
Epoch 1855
Validation prc-auc = 0.023045
Epoch 1856
Validation prc-auc = 0.022845
Epoch 1857
Validation prc-auc = 0.022993
Epoch 1858
Loss = 2.7455e-03, PNorm = 91.2489, GNorm = 0.1252, lr_0 = 9.0794e-04
Validation prc-auc = 0.022908
Epoch 1859
Validation prc-auc = 0.022885
Epoch 1860
Validation prc-auc = 0.022894
Epoch 1861
Validation prc-auc = 0.022854
Epoch 1862
Validation prc-auc = 0.022868
Epoch 1863
Loss = 1.2971e-03, PNorm = 91.2736, GNorm = 0.0781, lr_0 = 9.0772e-04
Validation prc-auc = 0.022916
Epoch 1864
Validation prc-auc = 0.023021
Epoch 1865
Validation prc-auc = 0.023459
Epoch 1866
Validation prc-auc = 0.024403
Epoch 1867
Loss = 2.9874e-03, PNorm = 91.2848, GNorm = 0.0259, lr_0 = 9.0751e-04
Loss = 2.0016e-04, PNorm = 91.2862, GNorm = 0.0075, lr_0 = 9.0749e-04
Validation prc-auc = 0.024779
Epoch 1868
Validation prc-auc = 0.025012
Epoch 1869
Validation prc-auc = 0.025133
Epoch 1870
Validation prc-auc = 0.025195
Epoch 1871
Validation prc-auc = 0.025187
Epoch 1872
Loss = 2.5356e-03, PNorm = 91.3136, GNorm = 0.0305, lr_0 = 9.0727e-04
Loss = 5.9094e-04, PNorm = 91.3154, GNorm = 0.0212, lr_0 = 9.0725e-04
Validation prc-auc = 0.025683
Epoch 1873
Validation prc-auc = 0.025868
Epoch 1874
Validation prc-auc = 0.025492
Epoch 1875
Validation prc-auc = 0.025044
Epoch 1876
Validation prc-auc = 0.024813
Epoch 1877
Loss = 1.3870e-03, PNorm = 91.3313, GNorm = 0.0465, lr_0 = 9.0704e-04
Validation prc-auc = 0.024710
Epoch 1878
Validation prc-auc = 0.024922
Epoch 1879
Validation prc-auc = 0.026217
Epoch 1880
Validation prc-auc = 0.026924
Epoch 1881
Validation prc-auc = 0.027464
Epoch 1882
Loss = 1.5495e-03, PNorm = 91.3776, GNorm = 0.0458, lr_0 = 9.0680e-04
Validation prc-auc = 0.027589
Epoch 1883
Validation prc-auc = 0.026826
Epoch 1884
Validation prc-auc = 0.026735
Epoch 1885
Validation prc-auc = 0.026114
Epoch 1886
Loss = 1.3751e-03, PNorm = 91.4282, GNorm = 0.0776, lr_0 = 9.0659e-04
Loss = 3.5468e-04, PNorm = 91.4315, GNorm = 0.0229, lr_0 = 9.0657e-04
Validation prc-auc = 0.024354
Epoch 1887
Validation prc-auc = 0.024244
Epoch 1888
Validation prc-auc = 0.024679
Epoch 1889
Validation prc-auc = 0.023987
Epoch 1890
Validation prc-auc = 0.024099
Epoch 1891
Loss = 1.0464e-01, PNorm = 91.5578, GNorm = 1.9773, lr_0 = 9.0635e-04
Validation prc-auc = 0.024429
Epoch 1892
Validation prc-auc = 0.024101
Epoch 1893
Validation prc-auc = 0.023779
Epoch 1894
Validation prc-auc = 0.023800
Epoch 1895
Validation prc-auc = 0.023356
Epoch 1896
Loss = 1.1228e-02, PNorm = 91.7550, GNorm = 0.4324, lr_0 = 9.0612e-04
Validation prc-auc = 0.023041
Epoch 1897
Validation prc-auc = 0.023674
Epoch 1898
Validation prc-auc = 0.024190
Epoch 1899
Validation prc-auc = 0.024888
Epoch 1900
Loss = 2.1817e-02, PNorm = 91.8758, GNorm = 0.1586, lr_0 = 9.0592e-04
Loss = 6.0903e-03, PNorm = 91.8858, GNorm = 0.2102, lr_0 = 9.0590e-04
Validation prc-auc = 0.025276
Epoch 1901
Validation prc-auc = 0.026440
Epoch 1902
Validation prc-auc = 0.027780
Epoch 1903
Validation prc-auc = 0.028236
Epoch 1904
Validation prc-auc = 0.026519
Epoch 1905
Loss = 4.5543e-03, PNorm = 91.9906, GNorm = 0.4167, lr_0 = 9.0567e-04
Loss = 1.7518e-03, PNorm = 91.9978, GNorm = 0.0597, lr_0 = 9.0566e-04
Validation prc-auc = 0.024757
Epoch 1906
Validation prc-auc = 0.025567
Epoch 1907
Validation prc-auc = 0.028299
Epoch 1908
Validation prc-auc = 0.028615
Epoch 1909
Validation prc-auc = 0.028161
Epoch 1910
Loss = 3.7568e-03, PNorm = 92.0756, GNorm = 0.1257, lr_0 = 9.0545e-04
Validation prc-auc = 0.028086
Epoch 1911
Validation prc-auc = 0.026380
Epoch 1912
Validation prc-auc = 0.023801
Epoch 1913
Validation prc-auc = 0.023716
Epoch 1914
Validation prc-auc = 0.025096
Epoch 1915
Loss = 1.4626e-02, PNorm = 92.2061, GNorm = 0.6073, lr_0 = 9.0521e-04
Validation prc-auc = 0.024861
Epoch 1916
Validation prc-auc = 0.025104
Epoch 1917
Validation prc-auc = 0.024717
Epoch 1918
Validation prc-auc = 0.024627
Epoch 1919
Loss = 1.6756e-02, PNorm = 92.3541, GNorm = 1.6520, lr_0 = 9.0500e-04
Loss = 7.9191e-04, PNorm = 92.3620, GNorm = 0.0512, lr_0 = 9.0498e-04
Validation prc-auc = 0.023876
Epoch 1920
Validation prc-auc = 0.023858
Epoch 1921
Validation prc-auc = 0.024506
Epoch 1922
Validation prc-auc = 0.024428
Epoch 1923
Validation prc-auc = 0.024485
Epoch 1924
Loss = 1.3792e-02, PNorm = 92.4506, GNorm = 0.5524, lr_0 = 9.0476e-04
Validation prc-auc = 0.025086
Epoch 1925
Validation prc-auc = 0.025184
Epoch 1926
Validation prc-auc = 0.025791
Epoch 1927
Validation prc-auc = 0.026027
Epoch 1928
Validation prc-auc = 0.026346
Epoch 1929
Loss = 2.0664e-03, PNorm = 92.5217, GNorm = 0.0650, lr_0 = 9.0454e-04
Validation prc-auc = 0.027119
Epoch 1930
Validation prc-auc = 0.027267
Epoch 1931
Validation prc-auc = 0.027273
Epoch 1932
Validation prc-auc = 0.027345
Epoch 1933
Loss = 2.1061e-02, PNorm = 92.5629, GNorm = 0.3486, lr_0 = 9.0431e-04
Validation prc-auc = 0.027372
Epoch 1934
Validation prc-auc = 0.027673
Epoch 1935
Validation prc-auc = 0.027656
Epoch 1936
Validation prc-auc = 0.027751
Epoch 1937
Validation prc-auc = 0.027880
Epoch 1938
Loss = 6.7605e-03, PNorm = 92.6127, GNorm = 0.9012, lr_0 = 9.0409e-04
Loss = 1.6041e-03, PNorm = 92.6157, GNorm = 0.0920, lr_0 = 9.0407e-04
Validation prc-auc = 0.028083
Epoch 1939
Validation prc-auc = 0.028030
Epoch 1940
Validation prc-auc = 0.027999
Epoch 1941
Validation prc-auc = 0.027915
Epoch 1942
Validation prc-auc = 0.027841
Epoch 1943
Loss = 1.0690e-03, PNorm = 92.6485, GNorm = 0.0467, lr_0 = 9.0386e-04
Validation prc-auc = 0.027545
Epoch 1944
Validation prc-auc = 0.027251
Epoch 1945
Validation prc-auc = 0.026557
Epoch 1946
Validation prc-auc = 0.026018
Epoch 1947
Validation prc-auc = 0.025640
Epoch 1948
Loss = 1.7407e-03, PNorm = 92.6796, GNorm = 0.0498, lr_0 = 9.0362e-04
Validation prc-auc = 0.025254
Epoch 1949
Validation prc-auc = 0.025304
Epoch 1950
Validation prc-auc = 0.025217
Epoch 1951
Validation prc-auc = 0.025640
Epoch 1952
Loss = 6.6530e-03, PNorm = 92.7248, GNorm = 0.2973, lr_0 = 9.0341e-04
Loss = 7.4129e-04, PNorm = 92.7292, GNorm = 0.0343, lr_0 = 9.0340e-04
Validation prc-auc = 0.026318
Epoch 1953
Validation prc-auc = 0.026340
Epoch 1954
Validation prc-auc = 0.026305
Epoch 1955
Validation prc-auc = 0.026426
Epoch 1956
Validation prc-auc = 0.025693
Epoch 1957
Loss = 1.6509e-03, PNorm = 92.7806, GNorm = 0.0684, lr_0 = 9.0317e-04
Loss = 7.9079e-04, PNorm = 92.7829, GNorm = 0.0397, lr_0 = 9.0316e-04
Validation prc-auc = 0.025430
Epoch 1958
Validation prc-auc = 0.025053
Epoch 1959
Validation prc-auc = 0.024962
Epoch 1960
Validation prc-auc = 0.024923
Epoch 1961
Validation prc-auc = 0.024896
Epoch 1962
Loss = 4.2956e-04, PNorm = 92.8096, GNorm = 0.0128, lr_0 = 9.0295e-04
Validation prc-auc = 0.024943
Epoch 1963
Validation prc-auc = 0.024966
Epoch 1964
Validation prc-auc = 0.024717
Epoch 1965
Validation prc-auc = 0.024180
Epoch 1966
Loss = 1.7520e-02, PNorm = 92.8842, GNorm = 1.3755, lr_0 = 9.0273e-04
Validation prc-auc = 0.024510
Epoch 1967
Validation prc-auc = 0.024733
Epoch 1968
Validation prc-auc = 0.025834
Epoch 1969
Validation prc-auc = 0.027497
Epoch 1970
Validation prc-auc = 0.028976
Epoch 1971
Loss = 3.0722e-03, PNorm = 93.0386, GNorm = 0.1282, lr_0 = 9.0250e-04
Loss = 4.7813e-04, PNorm = 93.0467, GNorm = 0.0215, lr_0 = 9.0249e-04
Validation prc-auc = 0.030295
Epoch 1972
Validation prc-auc = 0.030482
Epoch 1973
Validation prc-auc = 0.030780
Epoch 1974
Validation prc-auc = 0.030928
Epoch 1975
Validation prc-auc = 0.031039
Epoch 1976
Loss = 1.0177e-02, PNorm = 93.1127, GNorm = 0.4508, lr_0 = 9.0228e-04
Validation prc-auc = 0.031163
Epoch 1977
Validation prc-auc = 0.031310
Epoch 1978
Validation prc-auc = 0.030752
Epoch 1979
Validation prc-auc = 0.030710
Epoch 1980
Validation prc-auc = 0.030572
Epoch 1981
Loss = 9.1966e-02, PNorm = 93.1393, GNorm = 1.9516, lr_0 = 9.0204e-04
Validation prc-auc = 0.030228
Epoch 1982
Validation prc-auc = 0.029366
Epoch 1983
Validation prc-auc = 0.029264
Epoch 1984
Validation prc-auc = 0.029006
Epoch 1985
Loss = 7.6479e-03, PNorm = 93.1779, GNorm = 0.0689, lr_0 = 9.0183e-04
Loss = 5.4595e-05, PNorm = 93.1795, GNorm = 0.0022, lr_0 = 9.0181e-04
Validation prc-auc = 0.028863
Epoch 1986
Validation prc-auc = 0.028535
Epoch 1987
Validation prc-auc = 0.027712
Epoch 1988
Validation prc-auc = 0.026541
Epoch 1989
Validation prc-auc = 0.026320
Epoch 1990
Loss = 2.9086e-03, PNorm = 93.2804, GNorm = 0.0640, lr_0 = 9.0159e-04
Loss = 1.4606e-03, PNorm = 93.2928, GNorm = 0.0648, lr_0 = 9.0157e-04
Validation prc-auc = 0.026206
Epoch 1991
Validation prc-auc = 0.025413
Epoch 1992
Validation prc-auc = 0.023927
Epoch 1993
Validation prc-auc = 0.024040
Epoch 1994
Validation prc-auc = 0.024592
Epoch 1995
Loss = 5.6379e-03, PNorm = 93.4196, GNorm = 0.2365, lr_0 = 9.0137e-04
Validation prc-auc = 0.024937
Epoch 1996
Validation prc-auc = 0.024634
Epoch 1997
Validation prc-auc = 0.023901
Epoch 1998
Validation prc-auc = 0.023939
Epoch 1999
Loss = 1.3207e-02, PNorm = 93.7056, GNorm = 0.1163, lr_0 = 9.0114e-04
Validation prc-auc = 0.024376
Model 0 best validation prc-auc = 0.048432 on epoch 142
Loading pretrained parameter "encoder.encoder.0.cached_zero_vector".
Loading pretrained parameter "encoder.encoder.0.W_i.weight".
Loading pretrained parameter "encoder.encoder.0.W_h.weight".
Loading pretrained parameter "encoder.encoder.0.W_o.weight".
Loading pretrained parameter "encoder.encoder.0.W_o.bias".
Loading pretrained parameter "ffn.1.weight".
Loading pretrained parameter "ffn.1.bias".
Moving model to cuda
Model 0 test prc-auc = 0.027027
Ensemble test prc-auc = 0.027027
Fold 1
Splitting data with seed 1
Class sizes
sars_cov_two_active 0: 98.39%, 1: 1.61%
Total size = 3,294 | train size = 3,294 | val size = 1,096 | test size = 1,086
With class_balance, effective train size = 106
Building model 0
MoleculeModel(
  (sigmoid): Sigmoid()
  (encoder): MPN(
    (encoder): ModuleList(
      (0): MPNEncoder(
        (dropout_layer): Dropout(p=0.35000000000000003, inplace=False)
        (act_func): ReLU()
        (W_i): Linear(in_features=147, out_features=1100, bias=False)
        (W_h): Linear(in_features=1100, out_features=1100, bias=False)
        (W_o): Linear(in_features=1233, out_features=1100, bias=True)
      )
    )
  )
  (ffn): Sequential(
    (0): Dropout(p=0.35000000000000003, inplace=False)
    (1): Linear(in_features=1328, out_features=1, bias=True)
  )
)
Number of parameters = 2,730,429
Moving model to cuda
Epoch 0
Validation prc-auc = 0.011175
Epoch 1
Validation prc-auc = 0.010895
Epoch 2
Validation prc-auc = 0.011666
Epoch 3
Validation prc-auc = 0.011800
Epoch 4
Loss = 7.4865e-01, PNorm = 50.2353, GNorm = 2.0170, lr_0 = 2.0385e-04
Loss = 8.3737e-01, PNorm = 50.2360, GNorm = 4.7102, lr_0 = 2.1077e-04
Validation prc-auc = 0.011379
Epoch 5
Validation prc-auc = 0.011178
Epoch 6
Validation prc-auc = 0.011624
Epoch 7
Validation prc-auc = 0.012882
Epoch 8
Validation prc-auc = 0.012462
Epoch 9
Loss = 7.9044e-01, PNorm = 50.2472, GNorm = 1.9592, lr_0 = 3.0077e-04
Validation prc-auc = 0.012679
Epoch 10
Validation prc-auc = 0.013449
Epoch 11
Validation prc-auc = 0.014266
Epoch 12
Validation prc-auc = 0.014381
Epoch 13
Validation prc-auc = 0.016325
Epoch 14
Loss = 6.9099e-01, PNorm = 50.2678, GNorm = 1.7101, lr_0 = 4.0462e-04
Validation prc-auc = 0.018548
Epoch 15
Validation prc-auc = 0.020998
Epoch 16
Validation prc-auc = 0.022032
Epoch 17
Validation prc-auc = 0.023360
Epoch 18
Loss = 6.6923e-01, PNorm = 50.2959, GNorm = 1.3933, lr_0 = 4.9462e-04
Loss = 5.7834e-01, PNorm = 50.2986, GNorm = 3.7620, lr_0 = 5.0154e-04
Validation prc-auc = 0.025463
Epoch 19
Validation prc-auc = 0.023432
Epoch 20
Validation prc-auc = 0.022515
Epoch 21
Validation prc-auc = 0.023723
Epoch 22
Validation prc-auc = 0.020939
Epoch 23
Loss = 7.0874e-01, PNorm = 50.3429, GNorm = 1.7583, lr_0 = 5.9846e-04
Loss = 6.8571e-01, PNorm = 50.3465, GNorm = 3.3988, lr_0 = 6.0538e-04
Validation prc-auc = 0.023767
Epoch 24
Validation prc-auc = 0.022925
Epoch 25
Validation prc-auc = 0.022407
Epoch 26
Validation prc-auc = 0.025082
Epoch 27
Validation prc-auc = 0.021231
Epoch 28
Loss = 7.6337e-01, PNorm = 50.4047, GNorm = 3.2341, lr_0 = 6.9538e-04
Validation prc-auc = 0.024937
Epoch 29
Validation prc-auc = 0.025224
Epoch 30
Validation prc-auc = 0.026004
Epoch 31
Validation prc-auc = 0.025415
Epoch 32
Validation prc-auc = 0.025908
Epoch 33
Loss = 6.0666e-01, PNorm = 50.4759, GNorm = 1.7068, lr_0 = 7.9923e-04
Validation prc-auc = 0.023524
Epoch 34
Validation prc-auc = 0.020302
Epoch 35
Validation prc-auc = 0.021095
Epoch 36
Validation prc-auc = 0.024277
Epoch 37
Loss = 6.3508e-01, PNorm = 50.5399, GNorm = 1.2407, lr_0 = 8.8923e-04
Loss = 5.2303e-01, PNorm = 50.5468, GNorm = 2.5255, lr_0 = 8.9615e-04
Validation prc-auc = 0.022169
Epoch 38
Validation prc-auc = 0.021591
Epoch 39
Validation prc-auc = 0.025200
Epoch 40
Validation prc-auc = 0.025084
Epoch 41
Validation prc-auc = 0.023750
Epoch 42
Loss = 6.2994e-01, PNorm = 50.6209, GNorm = 1.4045, lr_0 = 9.8615e-04
Validation prc-auc = 0.023845
Epoch 43
Validation prc-auc = 0.023712
Epoch 44
Validation prc-auc = 0.017966
Epoch 45
Validation prc-auc = 0.025149
Epoch 46
Validation prc-auc = 0.021835
Epoch 47
Loss = 6.1682e-01, PNorm = 50.7123, GNorm = 1.2099, lr_0 = 9.9977e-04
Validation prc-auc = 0.020616
Epoch 48
Validation prc-auc = 0.020560
Epoch 49
Validation prc-auc = 0.021008
Epoch 50
Validation prc-auc = 0.020787
Epoch 51
Loss = 6.6130e-01, PNorm = 50.7909, GNorm = 1.3111, lr_0 = 9.9954e-04
Loss = 5.5597e-01, PNorm = 50.7957, GNorm = 2.8339, lr_0 = 9.9952e-04
Validation prc-auc = 0.020527
Epoch 52
Validation prc-auc = 0.020456
Epoch 53
Validation prc-auc = 0.020969
Epoch 54
Validation prc-auc = 0.021380
Epoch 55
Validation prc-auc = 0.022976
Epoch 56
Loss = 6.9119e-01, PNorm = 50.8648, GNorm = 1.7840, lr_0 = 9.9927e-04
Loss = 6.3748e-01, PNorm = 50.8691, GNorm = 2.4491, lr_0 = 9.9926e-04
Validation prc-auc = 0.023457
Epoch 57
Validation prc-auc = 0.024407
Epoch 58
Validation prc-auc = 0.030417
Epoch 59
Validation prc-auc = 0.026368
Epoch 60
Validation prc-auc = 0.025999
Epoch 61
Loss = 5.9290e-01, PNorm = 50.9394, GNorm = 1.0335, lr_0 = 9.9903e-04
Validation prc-auc = 0.026388
Epoch 62
Validation prc-auc = 0.025300
Epoch 63
Validation prc-auc = 0.022842
Epoch 64
Validation prc-auc = 0.023294
Epoch 65
Validation prc-auc = 0.023845
Epoch 66
Loss = 6.2072e-01, PNorm = 51.0478, GNorm = 0.9883, lr_0 = 9.9876e-04
Validation prc-auc = 0.023055
Epoch 67
Validation prc-auc = 0.022725
Epoch 68
Validation prc-auc = 0.023383
Epoch 69
Validation prc-auc = 0.024975
Epoch 70
Loss = 6.0240e-01, PNorm = 51.1435, GNorm = 1.9984, lr_0 = 9.9853e-04
Loss = 3.3080e-01, PNorm = 51.1516, GNorm = 1.9390, lr_0 = 9.9851e-04
Validation prc-auc = 0.027211
Epoch 71
Validation prc-auc = 0.026895
Epoch 72
Validation prc-auc = 0.027492
Epoch 73
Validation prc-auc = 0.022779
Epoch 74
Validation prc-auc = 0.018030
Epoch 75
Loss = 6.8640e-01, PNorm = 51.2366, GNorm = 1.1000, lr_0 = 9.9828e-04
Validation prc-auc = 0.018386
Epoch 76
Validation prc-auc = 0.019451
Epoch 77
Validation prc-auc = 0.019268
Epoch 78
Validation prc-auc = 0.019057
Epoch 79
Validation prc-auc = 0.019371
Epoch 80
Loss = 5.9197e-01, PNorm = 51.3674, GNorm = 1.3280, lr_0 = 9.9802e-04
Validation prc-auc = 0.019687
Epoch 81
Validation prc-auc = 0.019963
Epoch 82
Validation prc-auc = 0.020096
Epoch 83
Validation prc-auc = 0.020318
Epoch 84
Loss = 6.1741e-01, PNorm = 51.4644, GNorm = 1.2290, lr_0 = 9.9779e-04
Loss = 6.5305e-01, PNorm = 51.4706, GNorm = 2.7607, lr_0 = 9.9777e-04
Validation prc-auc = 0.020545
Epoch 85
Validation prc-auc = 0.020769
Epoch 86
Validation prc-auc = 0.021540
Epoch 87
Validation prc-auc = 0.022348
Epoch 88
Validation prc-auc = 0.022451
Epoch 89
Loss = 5.9478e-01, PNorm = 51.5607, GNorm = 1.6120, lr_0 = 9.9752e-04
Loss = 5.3203e-01, PNorm = 51.5679, GNorm = 3.4824, lr_0 = 9.9750e-04
Validation prc-auc = 0.022908
Epoch 90
Validation prc-auc = 0.022191
Epoch 91
Validation prc-auc = 0.021180
Epoch 92
Validation prc-auc = 0.020795
Epoch 93
Validation prc-auc = 0.020871
Epoch 94
Loss = 5.9879e-01, PNorm = 51.6724, GNorm = 1.3092, lr_0 = 9.9727e-04
Validation prc-auc = 0.020541
Epoch 95
Validation prc-auc = 0.019839
Epoch 96
Validation prc-auc = 0.020650
Epoch 97
Validation prc-auc = 0.021060
Epoch 98
Validation prc-auc = 0.024305
Epoch 99
Loss = 6.2855e-01, PNorm = 51.8036, GNorm = 1.0885, lr_0 = 9.9701e-04
Validation prc-auc = 0.027848
Epoch 100
Validation prc-auc = 0.028891
Epoch 101
Validation prc-auc = 0.024112
Epoch 102
Validation prc-auc = 0.020420
Epoch 103
Loss = 5.5561e-01, PNorm = 51.9243, GNorm = 1.0024, lr_0 = 9.9678e-04
Loss = 7.2579e-01, PNorm = 51.9334, GNorm = 4.1767, lr_0 = 9.9676e-04
Validation prc-auc = 0.019911
Epoch 104
Validation prc-auc = 0.020913
Epoch 105
Validation prc-auc = 0.020774
Epoch 106
Validation prc-auc = 0.019502
Epoch 107
Validation prc-auc = 0.020124
Epoch 108
Loss = 5.1031e-01, PNorm = 52.0831, GNorm = 1.4838, lr_0 = 9.9651e-04
Validation prc-auc = 0.022401
Epoch 109
Validation prc-auc = 0.020766
Epoch 110
Validation prc-auc = 0.021049
Epoch 111
Validation prc-auc = 0.021920
Epoch 112
Validation prc-auc = 0.023139
Epoch 113
Loss = 4.9247e-01, PNorm = 52.2432, GNorm = 1.0683, lr_0 = 9.9627e-04
Validation prc-auc = 0.024176
Epoch 114
Validation prc-auc = 0.025660
Epoch 115
Validation prc-auc = 0.023474
Epoch 116
Validation prc-auc = 0.019998
Epoch 117
Loss = 5.4348e-01, PNorm = 52.3892, GNorm = 1.2493, lr_0 = 9.9604e-04
Loss = 6.5092e-01, PNorm = 52.4059, GNorm = 3.3599, lr_0 = 9.9602e-04
Validation prc-auc = 0.019000
Epoch 118
Validation prc-auc = 0.018750
Epoch 119
Validation prc-auc = 0.018750
Epoch 120
Validation prc-auc = 0.018637
Epoch 121
Validation prc-auc = 0.018746
Epoch 122
Loss = 5.6261e-01, PNorm = 52.5655, GNorm = 1.4533, lr_0 = 9.9577e-04
Loss = 2.7782e-01, PNorm = 52.5780, GNorm = 2.1796, lr_0 = 9.9575e-04
Validation prc-auc = 0.019220
Epoch 123
Validation prc-auc = 0.020451
Epoch 124
Validation prc-auc = 0.021369
Epoch 125
Validation prc-auc = 0.021083
Epoch 126
Validation prc-auc = 0.022066
Epoch 127
Loss = 5.2527e-01, PNorm = 52.7230, GNorm = 1.3646, lr_0 = 9.9552e-04
Validation prc-auc = 0.023501
Epoch 128
Validation prc-auc = 0.022804
Epoch 129
Validation prc-auc = 0.021001
Epoch 130
Validation prc-auc = 0.019041
Epoch 131
Validation prc-auc = 0.019708
Epoch 132
Loss = 4.7631e-01, PNorm = 52.9137, GNorm = 1.3647, lr_0 = 9.9526e-04
Validation prc-auc = 0.022202
Epoch 133
Validation prc-auc = 0.023003
Epoch 134
Validation prc-auc = 0.021036
Epoch 135
Validation prc-auc = 0.022115
Epoch 136
Loss = 4.4123e-01, PNorm = 53.0937, GNorm = 0.8086, lr_0 = 9.9503e-04
Loss = 5.1120e-01, PNorm = 53.1085, GNorm = 3.2050, lr_0 = 9.9501e-04
Validation prc-auc = 0.023754
Epoch 137
Validation prc-auc = 0.024379
Epoch 138
Validation prc-auc = 0.028036
Epoch 139
Validation prc-auc = 0.027607
Epoch 140
Validation prc-auc = 0.024175
Epoch 141
Loss = 4.0830e-01, PNorm = 53.3227, GNorm = 2.2636, lr_0 = 9.9477e-04
Validation prc-auc = 0.024000
Epoch 142
Validation prc-auc = 0.022954
Epoch 143
Validation prc-auc = 0.026787
Epoch 144
Validation prc-auc = 0.024560
Epoch 145
Validation prc-auc = 0.023336
Epoch 146
Loss = 5.5882e-01, PNorm = 53.5557, GNorm = 1.5887, lr_0 = 9.9452e-04
Validation prc-auc = 0.024067
Epoch 147
Validation prc-auc = 0.026182
Epoch 148
Validation prc-auc = 0.024654
Epoch 149
Validation prc-auc = 0.022377
Epoch 150
Loss = 5.1951e-01, PNorm = 53.8026, GNorm = 1.3919, lr_0 = 9.9429e-04
Loss = 6.9087e-01, PNorm = 53.8253, GNorm = 3.1513, lr_0 = 9.9427e-04
Validation prc-auc = 0.021453
Epoch 151
Validation prc-auc = 0.021546
Epoch 152
Validation prc-auc = 0.022774
Epoch 153
Validation prc-auc = 0.028971
Epoch 154
Validation prc-auc = 0.030274
Epoch 155
Loss = 4.4796e-01, PNorm = 54.0813, GNorm = 1.1040, lr_0 = 9.9403e-04
Loss = 3.0792e-01, PNorm = 54.0997, GNorm = 2.1611, lr_0 = 9.9401e-04
Validation prc-auc = 0.031135
Epoch 156
Validation prc-auc = 0.031348
Epoch 157
Validation prc-auc = 0.028983
Epoch 158
Validation prc-auc = 0.028727
Epoch 159
Validation prc-auc = 0.027236
Epoch 160
Loss = 3.1269e-01, PNorm = 54.2848, GNorm = 1.3615, lr_0 = 9.9378e-04
Validation prc-auc = 0.025777
Epoch 161
Validation prc-auc = 0.024314
Epoch 162
Validation prc-auc = 0.023828
Epoch 163
Validation prc-auc = 0.023289
Epoch 164
Validation prc-auc = 0.023856
Epoch 165
Loss = 4.3268e-01, PNorm = 54.5115, GNorm = 2.0574, lr_0 = 9.9351e-04
Validation prc-auc = 0.023461
Epoch 166
Validation prc-auc = 0.024972
Epoch 167
Validation prc-auc = 0.026288
Epoch 168
Validation prc-auc = 0.025190
Epoch 169
Loss = 3.2082e-01, PNorm = 54.7248, GNorm = 1.3789, lr_0 = 9.9329e-04
Loss = 2.3259e-01, PNorm = 54.7451, GNorm = 2.7240, lr_0 = 9.9327e-04
Validation prc-auc = 0.025138
Epoch 170
Validation prc-auc = 0.025936
Epoch 171
Validation prc-auc = 0.033089
Epoch 172
Validation prc-auc = 0.030741
Epoch 173
Validation prc-auc = 0.029200
Epoch 174
Loss = 3.0032e-01, PNorm = 54.9554, GNorm = 1.3666, lr_0 = 9.9302e-04
Validation prc-auc = 0.025222
Epoch 175
Validation prc-auc = 0.025763
Epoch 176
Validation prc-auc = 0.026233
Epoch 177
Validation prc-auc = 0.026556
Epoch 178
Validation prc-auc = 0.032051
Epoch 179
Loss = 2.6360e-01, PNorm = 55.2217, GNorm = 0.8834, lr_0 = 9.9277e-04
Validation prc-auc = 0.034166
Epoch 180
Validation prc-auc = 0.029597
Epoch 181
Validation prc-auc = 0.029676
Epoch 182
Validation prc-auc = 0.029563
Epoch 183
Loss = 5.3106e-01, PNorm = 55.4972, GNorm = 5.2573, lr_0 = 9.9253e-04
Validation prc-auc = 0.030155
Epoch 184
Validation prc-auc = 0.026998
Epoch 185
Validation prc-auc = 0.023922
Epoch 186
Validation prc-auc = 0.027878
Epoch 187
Validation prc-auc = 0.031944
Epoch 188
Loss = 3.3393e-01, PNorm = 55.8091, GNorm = 2.3932, lr_0 = 9.9228e-04
Loss = 2.2859e-01, PNorm = 55.8317, GNorm = 2.1773, lr_0 = 9.9226e-04
Validation prc-auc = 0.031291
Epoch 189
Validation prc-auc = 0.027212
Epoch 190
Validation prc-auc = 0.027069
Epoch 191
Validation prc-auc = 0.030408
Epoch 192
Validation prc-auc = 0.031340
Epoch 193
Loss = 2.6792e-01, PNorm = 56.0954, GNorm = 1.2323, lr_0 = 9.9204e-04
Validation prc-auc = 0.028668
Epoch 194
Validation prc-auc = 0.029708
Epoch 195
Validation prc-auc = 0.030781
Epoch 196
Validation prc-auc = 0.025909
Epoch 197
Validation prc-auc = 0.025176
Epoch 198
Loss = 1.5722e-01, PNorm = 56.3373, GNorm = 0.5628, lr_0 = 9.9177e-04
Validation prc-auc = 0.024060
Epoch 199
Validation prc-auc = 0.027215
Epoch 200
Validation prc-auc = 0.030611
Epoch 201
Validation prc-auc = 0.043193
Epoch 202
Loss = 3.9412e-01, PNorm = 56.5825, GNorm = 2.0125, lr_0 = 9.9154e-04
Loss = 1.3089e+00, PNorm = 56.5990, GNorm = 24.4549, lr_0 = 9.9153e-04
Validation prc-auc = 0.043903
Epoch 203
Validation prc-auc = 0.032845
Epoch 204
Validation prc-auc = 0.028308
Epoch 205
Validation prc-auc = 0.027909
Epoch 206
Validation prc-auc = 0.025345
Epoch 207
Loss = 4.5580e-01, PNorm = 57.0213, GNorm = 1.0324, lr_0 = 9.9128e-04
Loss = 3.4633e-01, PNorm = 57.0453, GNorm = 2.2501, lr_0 = 9.9126e-04
Validation prc-auc = 0.024158
Epoch 208
Validation prc-auc = 0.023867
Epoch 209
Validation prc-auc = 0.025301
Epoch 210
Validation prc-auc = 0.027821
Epoch 211
Validation prc-auc = 0.029999
Epoch 212
Loss = 3.4692e-01, PNorm = 57.3226, GNorm = 1.0008, lr_0 = 9.9103e-04
Validation prc-auc = 0.030266
Epoch 213
Validation prc-auc = 0.030478
Epoch 214
Validation prc-auc = 0.030822
Epoch 215
Validation prc-auc = 0.025246
Epoch 216
Loss = 3.8040e-01, PNorm = 57.5489, GNorm = 3.9317, lr_0 = 9.9079e-04
Validation prc-auc = 0.020199
Epoch 217
Validation prc-auc = 0.019792
Epoch 218
Validation prc-auc = 0.020194
Epoch 219
Validation prc-auc = 0.022460
Epoch 220
Validation prc-auc = 0.027015
Epoch 221
Loss = 2.3151e-01, PNorm = 57.7959, GNorm = 1.1756, lr_0 = 9.9054e-04
Loss = 3.4879e-01, PNorm = 57.8149, GNorm = 4.4991, lr_0 = 9.9052e-04
Validation prc-auc = 0.029698
Epoch 222
Validation prc-auc = 0.033854
Epoch 223
Validation prc-auc = 0.034877
Epoch 224
Validation prc-auc = 0.034707
Epoch 225
Validation prc-auc = 0.029800
Epoch 226
Loss = 2.7893e-01, PNorm = 58.0349, GNorm = 1.8342, lr_0 = 9.9030e-04
Validation prc-auc = 0.023597
Epoch 227
Validation prc-auc = 0.019553
Epoch 228
Validation prc-auc = 0.019553
Epoch 229
Validation prc-auc = 0.021627
Epoch 230
Validation prc-auc = 0.024767
Epoch 231
Loss = 2.5285e-01, PNorm = 58.3084, GNorm = 2.0719, lr_0 = 9.9003e-04
Validation prc-auc = 0.026305
Epoch 232
Validation prc-auc = 0.024024
Epoch 233
Validation prc-auc = 0.024021
Epoch 234
Validation prc-auc = 0.027843
Epoch 235
Loss = 2.8721e-01, PNorm = 58.5346, GNorm = 4.0405, lr_0 = 9.8980e-04
Loss = 1.9862e-01, PNorm = 58.5506, GNorm = 3.4899, lr_0 = 9.8979e-04
Validation prc-auc = 0.028212
Epoch 236
Validation prc-auc = 0.028916
Epoch 237
Validation prc-auc = 0.029028
Epoch 238
Validation prc-auc = 0.029814
Epoch 239
Validation prc-auc = 0.029867
Epoch 240
Loss = 1.1932e-01, PNorm = 58.7741, GNorm = 0.7809, lr_0 = 9.8954e-04
Loss = 3.7379e-01, PNorm = 58.7873, GNorm = 3.5459, lr_0 = 9.8952e-04
Validation prc-auc = 0.029740
Epoch 241
Validation prc-auc = 0.029914
Epoch 242
Validation prc-auc = 0.029700
Epoch 243
Validation prc-auc = 0.029485
Epoch 244
Validation prc-auc = 0.029545
Epoch 245
Loss = 1.9084e-01, PNorm = 58.9535, GNorm = 2.0706, lr_0 = 9.8930e-04
Validation prc-auc = 0.028761
Epoch 246
Validation prc-auc = 0.025775
Epoch 247
Validation prc-auc = 0.023518
Epoch 248
Validation prc-auc = 0.024354
Epoch 249
Loss = 7.9588e-02, PNorm = 59.1423, GNorm = 0.6202, lr_0 = 9.8905e-04
Validation prc-auc = 0.024975
Epoch 250
Validation prc-auc = 0.026454
Epoch 251
Validation prc-auc = 0.027651
Epoch 252
Validation prc-auc = 0.026955
Epoch 253
Validation prc-auc = 0.023310
Epoch 254
Loss = 9.4784e-02, PNorm = 59.2951, GNorm = 1.4529, lr_0 = 9.8880e-04
Loss = 4.7578e-02, PNorm = 59.3076, GNorm = 1.3867, lr_0 = 9.8879e-04
Validation prc-auc = 0.021914
Epoch 255
Validation prc-auc = 0.023828
Epoch 256
Validation prc-auc = 0.026940
Epoch 257
Validation prc-auc = 0.029640
Epoch 258
Validation prc-auc = 0.029697
Epoch 259
Loss = 3.4749e-01, PNorm = 59.4868, GNorm = 2.1389, lr_0 = 9.8856e-04
Validation prc-auc = 0.029249
Epoch 260
Validation prc-auc = 0.028622
Epoch 261
Validation prc-auc = 0.029286
Epoch 262
Validation prc-auc = 0.030105
Epoch 263
Validation prc-auc = 0.031590
Epoch 264
Loss = 1.2207e-01, PNorm = 59.7051, GNorm = 0.9230, lr_0 = 9.8830e-04
Validation prc-auc = 0.030348
Epoch 265
Validation prc-auc = 0.027833
Epoch 266
Validation prc-auc = 0.027247
Epoch 267
Validation prc-auc = 0.028860
Epoch 268
Loss = 1.9248e-01, PNorm = 59.8558, GNorm = 1.7605, lr_0 = 9.8807e-04
Loss = 5.4838e-01, PNorm = 59.8631, GNorm = 21.2712, lr_0 = 9.8805e-04
Validation prc-auc = 0.027077
Epoch 269
Validation prc-auc = 0.026851
Epoch 270
Validation prc-auc = 0.029426
Epoch 271
Validation prc-auc = 0.028812
Epoch 272
Validation prc-auc = 0.029959
Epoch 273
Loss = 1.6356e-01, PNorm = 60.2224, GNorm = 1.4830, lr_0 = 9.8781e-04
Loss = 1.3776e-01, PNorm = 60.2507, GNorm = 2.5361, lr_0 = 9.8779e-04
Validation prc-auc = 0.030617
Epoch 274
Validation prc-auc = 0.032624
Epoch 275
Validation prc-auc = 0.032316
Epoch 276
Validation prc-auc = 0.032878
Epoch 277
Validation prc-auc = 0.032632
Epoch 278
Loss = 2.2685e-01, PNorm = 60.5585, GNorm = 1.4780, lr_0 = 9.8756e-04
Validation prc-auc = 0.032410
Epoch 279
Validation prc-auc = 0.037020
Epoch 280
Validation prc-auc = 0.036728
Epoch 281
Validation prc-auc = 0.037906
Epoch 282
Validation prc-auc = 0.037062
Epoch 283
Loss = 1.2323e-01, PNorm = 60.8077, GNorm = 1.0022, lr_0 = 9.8730e-04
Validation prc-auc = 0.033892
Epoch 284
Validation prc-auc = 0.033051
Epoch 285
Validation prc-auc = 0.034742
Epoch 286
Validation prc-auc = 0.033782
Epoch 287
Loss = 1.4087e-01, PNorm = 60.9907, GNorm = 0.7355, lr_0 = 9.8707e-04
Loss = 2.6527e-01, PNorm = 61.0080, GNorm = 5.4268, lr_0 = 9.8705e-04
Validation prc-auc = 0.034190
Epoch 288
Validation prc-auc = 0.033937
Epoch 289
Validation prc-auc = 0.027694
Epoch 290
Validation prc-auc = 0.024040
Epoch 291
Validation prc-auc = 0.021696
Epoch 292
Loss = 1.2503e-01, PNorm = 61.2214, GNorm = 1.2700, lr_0 = 9.8683e-04
Validation prc-auc = 0.022488
Epoch 293
Validation prc-auc = 0.025199
Epoch 294
Validation prc-auc = 0.026993
Epoch 295
Validation prc-auc = 0.028362
Epoch 296
Validation prc-auc = 0.028358
Epoch 297
Loss = 2.4125e-02, PNorm = 61.4002, GNorm = 0.3067, lr_0 = 9.8656e-04
Validation prc-auc = 0.027888
Epoch 298
Validation prc-auc = 0.028500
Epoch 299
Validation prc-auc = 0.027079
Epoch 300
Validation prc-auc = 0.027305
Epoch 301
Loss = 1.0663e-01, PNorm = 61.5418, GNorm = 0.4667, lr_0 = 9.8634e-04
Loss = 7.7212e-01, PNorm = 61.5523, GNorm = 30.5502, lr_0 = 9.8632e-04
Validation prc-auc = 0.028360
Epoch 302
Validation prc-auc = 0.030659
Epoch 303
Validation prc-auc = 0.027864
Epoch 304
Validation prc-auc = 0.032665
Epoch 305
Validation prc-auc = 0.039905
Epoch 306
Loss = 1.3593e-01, PNorm = 61.8956, GNorm = 1.6053, lr_0 = 9.8607e-04
Loss = 3.0864e-02, PNorm = 61.9210, GNorm = 0.8855, lr_0 = 9.8606e-04
Validation prc-auc = 0.037536
Epoch 307
Validation prc-auc = 0.037743
Epoch 308
Validation prc-auc = 0.035526
Epoch 309
Validation prc-auc = 0.036014
Epoch 310
Validation prc-auc = 0.033386
Epoch 311
Loss = 1.8399e-01, PNorm = 62.1809, GNorm = 1.1427, lr_0 = 9.8583e-04
Validation prc-auc = 0.030311
Epoch 312
Validation prc-auc = 0.029705
Epoch 313
Validation prc-auc = 0.031054
Epoch 314
Validation prc-auc = 0.031841
Epoch 315
Validation prc-auc = 0.030129
Epoch 316
Loss = 1.1390e-01, PNorm = 62.4419, GNorm = 0.8332, lr_0 = 9.8557e-04
Validation prc-auc = 0.029507
Epoch 317
Validation prc-auc = 0.028930
Epoch 318
Validation prc-auc = 0.031669
Epoch 319
Validation prc-auc = 0.024128
Epoch 320
Loss = 1.9641e-01, PNorm = 62.7052, GNorm = 1.2716, lr_0 = 9.8534e-04
Loss = 2.4925e-01, PNorm = 62.7365, GNorm = 5.1043, lr_0 = 9.8532e-04
Validation prc-auc = 0.023038
Epoch 321
Validation prc-auc = 0.022741
Epoch 322
Validation prc-auc = 0.022624
Epoch 323
Validation prc-auc = 0.023665
Epoch 324
Validation prc-auc = 0.025318
Epoch 325
Loss = 1.3520e-01, PNorm = 63.0705, GNorm = 0.9536, lr_0 = 9.8509e-04
Validation prc-auc = 0.027183
Epoch 326
Validation prc-auc = 0.028253
Epoch 327
Validation prc-auc = 0.031704
Epoch 328
Validation prc-auc = 0.030851
Epoch 329
Validation prc-auc = 0.029320
Epoch 330
Loss = 2.6925e-01, PNorm = 63.2850, GNorm = 2.2582, lr_0 = 9.8483e-04
Validation prc-auc = 0.028904
Epoch 331
Validation prc-auc = 0.029422
Epoch 332
Validation prc-auc = 0.029145
Epoch 333
Validation prc-auc = 0.029041
Epoch 334
Loss = 1.7288e-01, PNorm = 63.4419, GNorm = 2.1360, lr_0 = 9.8461e-04
Loss = 7.1916e-02, PNorm = 63.4539, GNorm = 2.2185, lr_0 = 9.8459e-04
Validation prc-auc = 0.028934
Epoch 335
Validation prc-auc = 0.028023
Epoch 336
Validation prc-auc = 0.029321
Epoch 337
Validation prc-auc = 0.031048
Epoch 338
Validation prc-auc = 0.032114
Epoch 339
Loss = 1.8410e-01, PNorm = 63.5851, GNorm = 2.4833, lr_0 = 9.8434e-04
Loss = 2.8706e-01, PNorm = 63.5947, GNorm = 4.2250, lr_0 = 9.8433e-04
Validation prc-auc = 0.033253
Epoch 340
Validation prc-auc = 0.035017
Epoch 341
Validation prc-auc = 0.036628
Epoch 342
Validation prc-auc = 0.036008
Epoch 343
Validation prc-auc = 0.034071
Epoch 344
Loss = 8.3526e-02, PNorm = 63.7152, GNorm = 0.7197, lr_0 = 9.8410e-04
Validation prc-auc = 0.032375
Epoch 345
Validation prc-auc = 0.030241
Epoch 346
Validation prc-auc = 0.029712
Epoch 347
Validation prc-auc = 0.030378
Epoch 348
Validation prc-auc = 0.030103
Epoch 349
Loss = 3.2500e-02, PNorm = 63.8101, GNorm = 0.3154, lr_0 = 9.8384e-04
Validation prc-auc = 0.030104
Epoch 350
Validation prc-auc = 0.029920
Epoch 351
Validation prc-auc = 0.029504
Epoch 352
Validation prc-auc = 0.030148
Epoch 353
Loss = 3.0324e-02, PNorm = 63.8829, GNorm = 0.4467, lr_0 = 9.8361e-04
Loss = 8.3622e-03, PNorm = 63.8889, GNorm = 0.2115, lr_0 = 9.8359e-04
Validation prc-auc = 0.030479
Epoch 354
Validation prc-auc = 0.031038
Epoch 355
Validation prc-auc = 0.031436
Epoch 356
Validation prc-auc = 0.031538
Epoch 357
Validation prc-auc = 0.030426
Epoch 358
Loss = 1.1420e-01, PNorm = 63.9529, GNorm = 1.9119, lr_0 = 9.8335e-04
Validation prc-auc = 0.029923
Epoch 359
Validation prc-auc = 0.030537
Epoch 360
Validation prc-auc = 0.032090
Epoch 361
Validation prc-auc = 0.031996
Epoch 362
Validation prc-auc = 0.032782
Epoch 363
Loss = 3.3761e-02, PNorm = 64.0198, GNorm = 0.4652, lr_0 = 9.8311e-04
Validation prc-auc = 0.034115
Epoch 364
Validation prc-auc = 0.033799
Epoch 365
Validation prc-auc = 0.033077
Epoch 366
Validation prc-auc = 0.032242
Epoch 367
Loss = 8.8146e-02, PNorm = 64.1239, GNorm = 2.2986, lr_0 = 9.8288e-04
Loss = 4.3174e-01, PNorm = 64.1311, GNorm = 6.4393, lr_0 = 9.8286e-04
Validation prc-auc = 0.031379
Epoch 368
Validation prc-auc = 0.030646
Epoch 369
Validation prc-auc = 0.028536
Epoch 370
Validation prc-auc = 0.024782
Epoch 371
Validation prc-auc = 0.026900
Epoch 372
Loss = 1.3514e-01, PNorm = 64.2369, GNorm = 0.9049, lr_0 = 9.8262e-04
Loss = 1.3154e-02, PNorm = 64.2438, GNorm = 0.3212, lr_0 = 9.8260e-04
Validation prc-auc = 0.027393
Epoch 373
Validation prc-auc = 0.028588
Epoch 374
Validation prc-auc = 0.030487
Epoch 375
Validation prc-auc = 0.032526
Epoch 376
Validation prc-auc = 0.033174
Epoch 377
Loss = 1.3986e-01, PNorm = 64.3198, GNorm = 1.9066, lr_0 = 9.8237e-04
Validation prc-auc = 0.034833
Epoch 378
Validation prc-auc = 0.033388
Epoch 379
Validation prc-auc = 0.032644
Epoch 380
Validation prc-auc = 0.032255
Epoch 381
Validation prc-auc = 0.032163
Epoch 382
Loss = 4.7043e-02, PNorm = 64.3971, GNorm = 0.7949, lr_0 = 9.8211e-04
Validation prc-auc = 0.028265
Epoch 383
Validation prc-auc = 0.031055
Epoch 384
Validation prc-auc = 0.029118
Epoch 385
Validation prc-auc = 0.027954
Epoch 386
Loss = 9.6052e-02, PNorm = 64.4766, GNorm = 1.1310, lr_0 = 9.8189e-04
Loss = 4.6527e-02, PNorm = 64.4838, GNorm = 1.7284, lr_0 = 9.8187e-04
Validation prc-auc = 0.029737
Epoch 387
Validation prc-auc = 0.030789
Epoch 388
Validation prc-auc = 0.030826
Epoch 389
Validation prc-auc = 0.029226
Epoch 390
Validation prc-auc = 0.025694
Epoch 391
Loss = 5.8624e-02, PNorm = 64.5830, GNorm = 1.3366, lr_0 = 9.8163e-04
Validation prc-auc = 0.024439
Epoch 392
Validation prc-auc = 0.025675
Epoch 393
Validation prc-auc = 0.027823
Epoch 394
Validation prc-auc = 0.029998
Epoch 395
Validation prc-auc = 0.030932
Epoch 396
Loss = 2.3611e-02, PNorm = 64.7095, GNorm = 0.4641, lr_0 = 9.8138e-04
Validation prc-auc = 0.030464
Epoch 397
Validation prc-auc = 0.029645
Epoch 398
Validation prc-auc = 0.029867
Epoch 399
Validation prc-auc = 0.030595
Epoch 400
Loss = 1.0748e-01, PNorm = 64.8397, GNorm = 0.9765, lr_0 = 9.8116e-04
Loss = 1.3931e-01, PNorm = 64.8494, GNorm = 4.2359, lr_0 = 9.8114e-04
Validation prc-auc = 0.030499
Epoch 401
Validation prc-auc = 0.029768
Epoch 402
Validation prc-auc = 0.027681
Epoch 403
Validation prc-auc = 0.025996
Epoch 404
Validation prc-auc = 0.025818
Epoch 405
Loss = 1.6282e-01, PNorm = 64.9754, GNorm = 0.8100, lr_0 = 9.8089e-04
Loss = 4.5322e-02, PNorm = 64.9836, GNorm = 1.8378, lr_0 = 9.8088e-04
Validation prc-auc = 0.026298
Epoch 406
Validation prc-auc = 0.027447
Epoch 407
Validation prc-auc = 0.028811
Epoch 408
Validation prc-auc = 0.030650
Epoch 409
Validation prc-auc = 0.031534
Epoch 410
Loss = 4.3882e-02, PNorm = 65.1101, GNorm = 0.7865, lr_0 = 9.8065e-04
Validation prc-auc = 0.030741
Epoch 411
Validation prc-auc = 0.030051
Epoch 412
Validation prc-auc = 0.030813
Epoch 413
Validation prc-auc = 0.031240
Epoch 414
Validation prc-auc = 0.030292
Epoch 415
Loss = 4.5393e-02, PNorm = 65.2491, GNorm = 0.8758, lr_0 = 9.8039e-04
Validation prc-auc = 0.031024
Epoch 416
Validation prc-auc = 0.030933
Epoch 417
Validation prc-auc = 0.030434
Epoch 418
Validation prc-auc = 0.029341
Epoch 419
Loss = 8.9398e-02, PNorm = 65.3233, GNorm = 0.2086, lr_0 = 9.8016e-04
Loss = 1.0590e-02, PNorm = 65.3278, GNorm = 0.3550, lr_0 = 9.8015e-04
Validation prc-auc = 0.027864
Epoch 420
Validation prc-auc = 0.027335
Epoch 421
Validation prc-auc = 0.027564
Epoch 422
Validation prc-auc = 0.027662
Epoch 423
Validation prc-auc = 0.028257
Epoch 424
Loss = 3.9191e-02, PNorm = 65.3871, GNorm = 0.4908, lr_0 = 9.7990e-04
Validation prc-auc = 0.027719
Epoch 425
Validation prc-auc = 0.026957
Epoch 426
Validation prc-auc = 0.026751
Epoch 427
Validation prc-auc = 0.026633
Epoch 428
Validation prc-auc = 0.026168
Epoch 429
Loss = 3.8981e-02, PNorm = 65.4542, GNorm = 1.5333, lr_0 = 9.7966e-04
Validation prc-auc = 0.026004
Epoch 430
Validation prc-auc = 0.025147
Epoch 431
Validation prc-auc = 0.024024
Epoch 432
Validation prc-auc = 0.024139
Epoch 433
Loss = 1.6196e-02, PNorm = 65.5567, GNorm = 0.3264, lr_0 = 9.7942e-04
Validation prc-auc = 0.024773
Epoch 434
Validation prc-auc = 0.027120
Epoch 435
Validation prc-auc = 0.028778
Epoch 436
Validation prc-auc = 0.029300
Epoch 437
Validation prc-auc = 0.029117
Epoch 438
Loss = 1.9618e-01, PNorm = 65.6308, GNorm = 1.8293, lr_0 = 9.7917e-04
Loss = 4.0807e-04, PNorm = 65.6339, GNorm = 0.0167, lr_0 = 9.7916e-04
Validation prc-auc = 0.029370
Epoch 439
Validation prc-auc = 0.026802
Epoch 440
Validation prc-auc = 0.025606
Epoch 441
Validation prc-auc = 0.025107
Epoch 442
Validation prc-auc = 0.025824
Epoch 443
Loss = 2.8641e-01, PNorm = 65.6928, GNorm = 1.5892, lr_0 = 9.7893e-04
Validation prc-auc = 0.027347
Epoch 444
Validation prc-auc = 0.029602
Epoch 445
Validation prc-auc = 0.030012
Epoch 446
Validation prc-auc = 0.030186
Epoch 447
Validation prc-auc = 0.030799
Epoch 448
Loss = 9.2999e-02, PNorm = 65.8255, GNorm = 1.9098, lr_0 = 9.7867e-04
Validation prc-auc = 0.032925
Epoch 449
Validation prc-auc = 0.035389
Epoch 450
Validation prc-auc = 0.036414
Epoch 451
Validation prc-auc = 0.036496
Epoch 452
Loss = 4.7617e-02, PNorm = 65.9128, GNorm = 0.9799, lr_0 = 9.7845e-04
Loss = 5.8972e-03, PNorm = 65.9183, GNorm = 0.1467, lr_0 = 9.7843e-04
Validation prc-auc = 0.036285
Epoch 453
Validation prc-auc = 0.036064
Epoch 454
Validation prc-auc = 0.035510
Epoch 455
Validation prc-auc = 0.035318
Epoch 456
Validation prc-auc = 0.033008
Epoch 457
Loss = 3.3848e-02, PNorm = 65.9909, GNorm = 0.7101, lr_0 = 9.7819e-04
Loss = 3.5248e-03, PNorm = 65.9969, GNorm = 0.1358, lr_0 = 9.7817e-04
Validation prc-auc = 0.032310
Epoch 458
Validation prc-auc = 0.031291
Epoch 459
Validation prc-auc = 0.031042
Epoch 460
Validation prc-auc = 0.031543
Epoch 461
Validation prc-auc = 0.031994
Epoch 462
Loss = 3.0845e-01, PNorm = 66.0898, GNorm = 2.3405, lr_0 = 9.7794e-04
Validation prc-auc = 0.029788
Epoch 463
Validation prc-auc = 0.029854
Epoch 464
Validation prc-auc = 0.031743
Epoch 465
Validation prc-auc = 0.033421
Epoch 466
Loss = 2.0528e-02, PNorm = 66.2527, GNorm = 0.0646, lr_0 = 9.7770e-04
Validation prc-auc = 0.034031
Epoch 467
Validation prc-auc = 0.032929
Epoch 468
Validation prc-auc = 0.032747
Epoch 469
Validation prc-auc = 0.034585
Epoch 470
Validation prc-auc = 0.036162
Epoch 471
Loss = 4.5399e-02, PNorm = 66.3863, GNorm = 0.9262, lr_0 = 9.7746e-04
Loss = 4.5579e-03, PNorm = 66.3953, GNorm = 0.1699, lr_0 = 9.7744e-04
Validation prc-auc = 0.037881
Epoch 472
Validation prc-auc = 0.037679
Epoch 473
Validation prc-auc = 0.035941
Epoch 474
Validation prc-auc = 0.035688
Epoch 475
Validation prc-auc = 0.035258
Epoch 476
Loss = 1.7671e-02, PNorm = 66.4818, GNorm = 0.3572, lr_0 = 9.7721e-04
Validation prc-auc = 0.035453
Epoch 477
Validation prc-auc = 0.034749
Epoch 478
Validation prc-auc = 0.034498
Epoch 479
Validation prc-auc = 0.038010
Epoch 480
Validation prc-auc = 0.039700
Epoch 481
Loss = 6.2589e-02, PNorm = 66.5769, GNorm = 1.5885, lr_0 = 9.7695e-04
Validation prc-auc = 0.037010
Epoch 482
Validation prc-auc = 0.035202
Epoch 483
Validation prc-auc = 0.033562
Epoch 484
Validation prc-auc = 0.033040
Epoch 485
Loss = 6.4101e-02, PNorm = 66.6960, GNorm = 2.1507, lr_0 = 9.7673e-04
Loss = 1.3580e-02, PNorm = 66.7028, GNorm = 0.5449, lr_0 = 9.7671e-04
Validation prc-auc = 0.030227
Epoch 486
Validation prc-auc = 0.026324
Epoch 487
Validation prc-auc = 0.022756
Epoch 488
Validation prc-auc = 0.024312
Epoch 489
Validation prc-auc = 0.025060
Epoch 490
Loss = 6.7644e-03, PNorm = 66.7903, GNorm = 0.1012, lr_0 = 9.7647e-04
Loss = 1.6933e-03, PNorm = 66.7959, GNorm = 0.0638, lr_0 = 9.7645e-04
Validation prc-auc = 0.024513
Epoch 491
Validation prc-auc = 0.024722
Epoch 492
Validation prc-auc = 0.024558
Epoch 493
Validation prc-auc = 0.023975
Epoch 494
Validation prc-auc = 0.024508
Epoch 495
Loss = 4.1864e-02, PNorm = 66.8581, GNorm = 0.6573, lr_0 = 9.7623e-04
Validation prc-auc = 0.024917
Epoch 496
Validation prc-auc = 0.025805
Epoch 497
Validation prc-auc = 0.026697
Epoch 498
Validation prc-auc = 0.027163
Epoch 499
Loss = 1.0718e-01, PNorm = 66.9733, GNorm = 1.0197, lr_0 = 9.7599e-04
Validation prc-auc = 0.026412
Epoch 500
Validation prc-auc = 0.026229
Epoch 501
Validation prc-auc = 0.026654
Epoch 502
Validation prc-auc = 0.027724
Epoch 503
Validation prc-auc = 0.028802
Epoch 504
Loss = 8.6592e-02, PNorm = 67.0718, GNorm = 1.6772, lr_0 = 9.7574e-04
Loss = 6.2131e-03, PNorm = 67.0785, GNorm = 0.3122, lr_0 = 9.7573e-04
Validation prc-auc = 0.031893
Epoch 505
Validation prc-auc = 0.034472
Epoch 506
Validation prc-auc = 0.036300
Epoch 507
Validation prc-auc = 0.036703
Epoch 508
Validation prc-auc = 0.037134
Epoch 509
Loss = 1.6658e-02, PNorm = 67.1542, GNorm = 0.3496, lr_0 = 9.7550e-04
Validation prc-auc = 0.037372
Epoch 510
Validation prc-auc = 0.036557
Epoch 511
Validation prc-auc = 0.035916
Epoch 512
Validation prc-auc = 0.035731
Epoch 513
Validation prc-auc = 0.035823
Epoch 514
Loss = 6.6265e-02, PNorm = 67.2143, GNorm = 0.9686, lr_0 = 9.7524e-04
Validation prc-auc = 0.035360
Epoch 515
Validation prc-auc = 0.035198
Epoch 516
Validation prc-auc = 0.034797
Epoch 517
Validation prc-auc = 0.033196
Epoch 518
Loss = 7.4290e-02, PNorm = 67.2730, GNorm = 2.7282, lr_0 = 9.7502e-04
Loss = 2.0195e-04, PNorm = 67.2768, GNorm = 0.0091, lr_0 = 9.7500e-04
Validation prc-auc = 0.033035
Epoch 519
Validation prc-auc = 0.031559
Epoch 520
Validation prc-auc = 0.028930
Epoch 521
Validation prc-auc = 0.028070
Epoch 522
Validation prc-auc = 0.028083
Epoch 523
Loss = 3.1475e-02, PNorm = 67.3237, GNorm = 0.9358, lr_0 = 9.7476e-04
Loss = 4.6575e-02, PNorm = 67.3272, GNorm = 1.4050, lr_0 = 9.7474e-04
Validation prc-auc = 0.029977
Epoch 524
Validation prc-auc = 0.032401
Epoch 525
Validation prc-auc = 0.033519
Epoch 526
Validation prc-auc = 0.035239
Epoch 527
Validation prc-auc = 0.036405
Epoch 528
Loss = 4.2848e-02, PNorm = 67.3898, GNorm = 1.1702, lr_0 = 9.7452e-04
Validation prc-auc = 0.035681
Epoch 529
Validation prc-auc = 0.034705
Epoch 530
Validation prc-auc = 0.032953
Epoch 531
Validation prc-auc = 0.033022
Epoch 532
Validation prc-auc = 0.032806
Epoch 533
Loss = 2.2314e-02, PNorm = 67.5133, GNorm = 0.5115, lr_0 = 9.7426e-04
Validation prc-auc = 0.032481
Epoch 534
Validation prc-auc = 0.030317
Epoch 535
Validation prc-auc = 0.030316
Epoch 536
Validation prc-auc = 0.031328
Epoch 537
Loss = 7.8115e-02, PNorm = 67.6369, GNorm = 1.1060, lr_0 = 9.7403e-04
Loss = 1.9993e-02, PNorm = 67.6481, GNorm = 0.3380, lr_0 = 9.7401e-04
Validation prc-auc = 0.032428
Epoch 538
Validation prc-auc = 0.032076
Epoch 539
Validation prc-auc = 0.031264
Epoch 540
Validation prc-auc = 0.031141
Epoch 541
Validation prc-auc = 0.031474
Epoch 542
Loss = 2.3711e-02, PNorm = 67.7682, GNorm = 0.6295, lr_0 = 9.7379e-04
Validation prc-auc = 0.031901
Epoch 543
Validation prc-auc = 0.031511
Epoch 544
Validation prc-auc = 0.031386
Epoch 545
Validation prc-auc = 0.031132
Epoch 546
Validation prc-auc = 0.031034
Epoch 547
Loss = 7.4110e-02, PNorm = 67.8501, GNorm = 1.5616, lr_0 = 9.7353e-04
Validation prc-auc = 0.032522
Epoch 548
Validation prc-auc = 0.033309
Epoch 549
Validation prc-auc = 0.033147
Epoch 550
Validation prc-auc = 0.034072
Epoch 551
Loss = 8.3230e-02, PNorm = 67.8929, GNorm = 0.9671, lr_0 = 9.7331e-04
Loss = 1.2828e-02, PNorm = 67.8956, GNorm = 0.4944, lr_0 = 9.7329e-04
Validation prc-auc = 0.034483
Epoch 552
Validation prc-auc = 0.033672
Epoch 553
Validation prc-auc = 0.032757
Epoch 554
Validation prc-auc = 0.032213
Epoch 555
Validation prc-auc = 0.031217
Epoch 556
Loss = 5.3043e-03, PNorm = 67.9314, GNorm = 0.1338, lr_0 = 9.7305e-04
Loss = 7.6859e-04, PNorm = 67.9343, GNorm = 0.0292, lr_0 = 9.7303e-04
Validation prc-auc = 0.030514
Epoch 557
Validation prc-auc = 0.029913
Epoch 558
Validation prc-auc = 0.029395
Epoch 559
Validation prc-auc = 0.028646
Epoch 560
Validation prc-auc = 0.028280
Epoch 561
Loss = 2.8353e-02, PNorm = 67.9718, GNorm = 0.6370, lr_0 = 9.7281e-04
Validation prc-auc = 0.027538
Epoch 562
Validation prc-auc = 0.026693
Epoch 563
Validation prc-auc = 0.026175
Epoch 564
Validation prc-auc = 0.024405
Epoch 565
Validation prc-auc = 0.024108
Epoch 566
Loss = 3.9138e-02, PNorm = 68.1472, GNorm = 1.9101, lr_0 = 9.7255e-04
Validation prc-auc = 0.025052
Epoch 567
Validation prc-auc = 0.023496
Epoch 568
Validation prc-auc = 0.026664
Epoch 569
Validation prc-auc = 0.026414
Epoch 570
Loss = 3.0353e-01, PNorm = 68.4395, GNorm = 2.4167, lr_0 = 9.7232e-04
Loss = 2.3884e-01, PNorm = 68.4643, GNorm = 8.9845, lr_0 = 9.7231e-04
Validation prc-auc = 0.028337
Epoch 571
Validation prc-auc = 0.028750
Epoch 572
Validation prc-auc = 0.027818
Epoch 573
Validation prc-auc = 0.026200
Epoch 574
Validation prc-auc = 0.024968
Epoch 575
Loss = 1.6201e-01, PNorm = 68.7041, GNorm = 0.6450, lr_0 = 9.7208e-04
Validation prc-auc = 0.024179
Epoch 576
Validation prc-auc = 0.024124
Epoch 577
Validation prc-auc = 0.023901
Epoch 578
Validation prc-auc = 0.023798
Epoch 579
Validation prc-auc = 0.023311
Epoch 580
Loss = 4.9418e-02, PNorm = 68.8290, GNorm = 0.6350, lr_0 = 9.7182e-04
Validation prc-auc = 0.023204
Epoch 581
Validation prc-auc = 0.023294
Epoch 582
Validation prc-auc = 0.022802
Epoch 583
Validation prc-auc = 0.022655
Epoch 584
Loss = 4.3786e-02, PNorm = 68.9126, GNorm = 0.6873, lr_0 = 9.7160e-04
Loss = 6.3662e-02, PNorm = 68.9200, GNorm = 1.4725, lr_0 = 9.7158e-04
Validation prc-auc = 0.022873
Epoch 585
Validation prc-auc = 0.023278
Epoch 586
Validation prc-auc = 0.023241
Epoch 587
Validation prc-auc = 0.022903
Epoch 588
Validation prc-auc = 0.022370
Epoch 589
Loss = 1.8278e-02, PNorm = 69.0164, GNorm = 0.3582, lr_0 = 9.7134e-04
Loss = 5.6710e-03, PNorm = 69.0227, GNorm = 0.1814, lr_0 = 9.7132e-04
Validation prc-auc = 0.021916
Epoch 590
Validation prc-auc = 0.021523
Epoch 591
Validation prc-auc = 0.019442
Epoch 592
Validation prc-auc = 0.017447
Epoch 593
Validation prc-auc = 0.021261
Epoch 594
Loss = 1.6144e-02, PNorm = 69.1204, GNorm = 0.4724, lr_0 = 9.7110e-04
Validation prc-auc = 0.024098
Epoch 595
Validation prc-auc = 0.027314
Epoch 596
Validation prc-auc = 0.029054
Epoch 597
Validation prc-auc = 0.029668
Epoch 598
Validation prc-auc = 0.029475
Epoch 599
Loss = 4.0717e-02, PNorm = 69.2769, GNorm = 0.7871, lr_0 = 9.7084e-04
Validation prc-auc = 0.029582
Epoch 600
Validation prc-auc = 0.029581
Epoch 601
Validation prc-auc = 0.030380
Epoch 602
Validation prc-auc = 0.029880
Epoch 603
Loss = 2.7508e-02, PNorm = 69.3787, GNorm = 1.0635, lr_0 = 9.7062e-04
Loss = 2.3731e-02, PNorm = 69.3858, GNorm = 0.6146, lr_0 = 9.7060e-04
Validation prc-auc = 0.028255
Epoch 604
Validation prc-auc = 0.026600
Epoch 605
Validation prc-auc = 0.026059
Epoch 606
Validation prc-auc = 0.025868
Epoch 607
Validation prc-auc = 0.026075
Epoch 608
Loss = 2.8639e-02, PNorm = 69.4736, GNorm = 0.1208, lr_0 = 9.7036e-04
Validation prc-auc = 0.026058
Epoch 609
Validation prc-auc = 0.025833
Epoch 610
Validation prc-auc = 0.025072
Epoch 611
Validation prc-auc = 0.024884
Epoch 612
Validation prc-auc = 0.024249
Epoch 613
Loss = 1.2529e-02, PNorm = 69.5248, GNorm = 0.2981, lr_0 = 9.7012e-04
Validation prc-auc = 0.022768
Epoch 614
Validation prc-auc = 0.022547
Epoch 615
Validation prc-auc = 0.023170
Epoch 616
Validation prc-auc = 0.024428
Epoch 617
Loss = 9.3577e-02, PNorm = 69.6045, GNorm = 1.4308, lr_0 = 9.6990e-04
Loss = 8.4061e-04, PNorm = 69.6110, GNorm = 0.0251, lr_0 = 9.6988e-04
Validation prc-auc = 0.026699
Epoch 618
Validation prc-auc = 0.028258
Epoch 619
Validation prc-auc = 0.029745
Epoch 620
Validation prc-auc = 0.029773
Epoch 621
Validation prc-auc = 0.029937
Epoch 622
Loss = 8.3754e-02, PNorm = 69.6894, GNorm = 0.8837, lr_0 = 9.6964e-04
Loss = 5.3759e-02, PNorm = 69.6935, GNorm = 1.3281, lr_0 = 9.6962e-04
Validation prc-auc = 0.029907
Epoch 623
Validation prc-auc = 0.029969
Epoch 624
Validation prc-auc = 0.029861
Epoch 625
Validation prc-auc = 0.030702
Epoch 626
Validation prc-auc = 0.031468
Epoch 627
Loss = 5.8527e-02, PNorm = 69.7369, GNorm = 0.5861, lr_0 = 9.6940e-04
Validation prc-auc = 0.033120
Epoch 628
Validation prc-auc = 0.032689
Epoch 629
Validation prc-auc = 0.030268
Epoch 630
Validation prc-auc = 0.029072
Epoch 631
Validation prc-auc = 0.028810
Epoch 632
Loss = 7.0680e-03, PNorm = 69.7779, GNorm = 0.1552, lr_0 = 9.6914e-04
Validation prc-auc = 0.027937
Epoch 633
Validation prc-auc = 0.027630
Epoch 634
Validation prc-auc = 0.027257
Epoch 635
Validation prc-auc = 0.026949
Epoch 636
Loss = 2.9721e-02, PNorm = 69.7993, GNorm = 0.6233, lr_0 = 9.6892e-04
Loss = 3.2868e-03, PNorm = 69.8007, GNorm = 0.1068, lr_0 = 9.6890e-04
Validation prc-auc = 0.026706
Epoch 637
Validation prc-auc = 0.027039
Epoch 638
Validation prc-auc = 0.027113
Epoch 639
Validation prc-auc = 0.027463
Epoch 640
Validation prc-auc = 0.028143
Epoch 641
Loss = 4.4096e-02, PNorm = 69.8361, GNorm = 0.4513, lr_0 = 9.6866e-04
Validation prc-auc = 0.028085
Epoch 642
Validation prc-auc = 0.027013
Epoch 643
Validation prc-auc = 0.024547
Epoch 644
Validation prc-auc = 0.023220
Epoch 645
Validation prc-auc = 0.022642
Epoch 646
Loss = 3.1442e-02, PNorm = 69.8982, GNorm = 0.8156, lr_0 = 9.6842e-04
Validation prc-auc = 0.022497
Epoch 647
Validation prc-auc = 0.022443
Epoch 648
Validation prc-auc = 0.022114
Epoch 649
Validation prc-auc = 0.021434
Epoch 650
Loss = 2.1609e-02, PNorm = 69.9502, GNorm = 0.6826, lr_0 = 9.6820e-04
Loss = 5.6860e-03, PNorm = 69.9536, GNorm = 0.2918, lr_0 = 9.6818e-04
Validation prc-auc = 0.021206
Epoch 651
Validation prc-auc = 0.021217
Epoch 652
Validation prc-auc = 0.021304
Epoch 653
Validation prc-auc = 0.021328
Epoch 654
Validation prc-auc = 0.021563
Epoch 655
Loss = 2.4794e-03, PNorm = 69.9938, GNorm = 0.0533, lr_0 = 9.6794e-04
Loss = 1.8100e-03, PNorm = 69.9957, GNorm = 0.0660, lr_0 = 9.6792e-04
Validation prc-auc = 0.021931
Epoch 656
Validation prc-auc = 0.022110
Epoch 657
Validation prc-auc = 0.022211
Epoch 658
Validation prc-auc = 0.022154
Epoch 659
Validation prc-auc = 0.022085
Epoch 660
Loss = 6.9264e-03, PNorm = 70.0178, GNorm = 0.3092, lr_0 = 9.6770e-04
Validation prc-auc = 0.022080
Epoch 661
Validation prc-auc = 0.021886
Epoch 662
Validation prc-auc = 0.021922
Epoch 663
Validation prc-auc = 0.021818
Epoch 664
Validation prc-auc = 0.020398
Epoch 665
Loss = 7.5220e-02, PNorm = 70.1313, GNorm = 4.6037, lr_0 = 9.6744e-04
Validation prc-auc = 0.020233
Epoch 666
Validation prc-auc = 0.020032
Epoch 667
Validation prc-auc = 0.019549
Epoch 668
Validation prc-auc = 0.019224
Epoch 669
Loss = 7.6850e-02, PNorm = 70.3712, GNorm = 1.8037, lr_0 = 9.6722e-04
Loss = 6.1460e-04, PNorm = 70.3841, GNorm = 0.0280, lr_0 = 9.6720e-04
Validation prc-auc = 0.019651
Epoch 670
Validation prc-auc = 0.019981
Epoch 671
Validation prc-auc = 0.020241
Epoch 672
Validation prc-auc = 0.021582
Epoch 673
Validation prc-auc = 0.022122
Epoch 674
Loss = 1.8388e-02, PNorm = 70.5224, GNorm = 0.6420, lr_0 = 9.6696e-04
Validation prc-auc = 0.022010
Epoch 675
Validation prc-auc = 0.021962
Epoch 676
Validation prc-auc = 0.022468
Epoch 677
Validation prc-auc = 0.024146
Epoch 678
Validation prc-auc = 0.025589
Epoch 679
Loss = 1.7101e-01, PNorm = 70.7189, GNorm = 2.2546, lr_0 = 9.6672e-04
Validation prc-auc = 0.026703
Epoch 680
Validation prc-auc = 0.028058
Epoch 681
Validation prc-auc = 0.028916
Epoch 682
Validation prc-auc = 0.030011
Epoch 683
Loss = 4.3983e-02, PNorm = 70.9526, GNorm = 0.0073, lr_0 = 9.6648e-04
Validation prc-auc = 0.028937
Epoch 684
Validation prc-auc = 0.028011
Epoch 685
Validation prc-auc = 0.027594
Epoch 686
Validation prc-auc = 0.027698
Epoch 687
Validation prc-auc = 0.028375
Epoch 688
Loss = 2.5168e-02, PNorm = 71.0838, GNorm = 1.1774, lr_0 = 9.6624e-04
Loss = 2.3327e-04, PNorm = 71.0903, GNorm = 0.0084, lr_0 = 9.6622e-04
Validation prc-auc = 0.027652
Epoch 689
Validation prc-auc = 0.026403
Epoch 690
Validation prc-auc = 0.025776
Epoch 691
Validation prc-auc = 0.026544
Epoch 692
Validation prc-auc = 0.025890
Epoch 693
Loss = 1.5007e-02, PNorm = 71.1704, GNorm = 0.4327, lr_0 = 9.6600e-04
Validation prc-auc = 0.024890
Epoch 694
Validation prc-auc = 0.023978
Epoch 695
Validation prc-auc = 0.023348
Epoch 696
Validation prc-auc = 0.023258
Epoch 697
Validation prc-auc = 0.023796
Epoch 698
Loss = 1.1305e-01, PNorm = 71.2877, GNorm = 2.4993, lr_0 = 9.6574e-04
Validation prc-auc = 0.024552
Epoch 699
Validation prc-auc = 0.025091
Epoch 700
Validation prc-auc = 0.025150
Epoch 701
Validation prc-auc = 0.024698
Epoch 702
Loss = 3.6157e-02, PNorm = 71.4363, GNorm = 0.2988, lr_0 = 9.6552e-04
Loss = 6.8018e-03, PNorm = 71.4457, GNorm = 0.2277, lr_0 = 9.6550e-04
Validation prc-auc = 0.024216
Epoch 703
Validation prc-auc = 0.024305
Epoch 704
Validation prc-auc = 0.024104
Epoch 705
Validation prc-auc = 0.024141
Epoch 706
Validation prc-auc = 0.023283
Epoch 707
Loss = 6.1777e-02, PNorm = 71.5690, GNorm = 0.7763, lr_0 = 9.6526e-04
Loss = 3.2684e-03, PNorm = 71.5819, GNorm = 0.0903, lr_0 = 9.6525e-04
Validation prc-auc = 0.022489
Epoch 708
Validation prc-auc = 0.022248
Epoch 709
Validation prc-auc = 0.022338
Epoch 710
Validation prc-auc = 0.022960
Epoch 711
Validation prc-auc = 0.023266
Epoch 712
Loss = 8.4697e-03, PNorm = 71.7091, GNorm = 0.1512, lr_0 = 9.6502e-04
Validation prc-auc = 0.023481
Epoch 713
Validation prc-auc = 0.023741
Epoch 714
Validation prc-auc = 0.023648
Epoch 715
Validation prc-auc = 0.024089
Epoch 716
Loss = 7.1299e-02, PNorm = 71.8370, GNorm = 0.1185, lr_0 = 9.6479e-04
Validation prc-auc = 0.024052
Epoch 717
Validation prc-auc = 0.023857
Epoch 718
Validation prc-auc = 0.023775
Epoch 719
Validation prc-auc = 0.023893
Epoch 720
Validation prc-auc = 0.024114
Epoch 721
Loss = 1.0524e-01, PNorm = 71.9633, GNorm = 2.6102, lr_0 = 9.6455e-04
Loss = 1.0267e-02, PNorm = 71.9719, GNorm = 0.2982, lr_0 = 9.6453e-04
Validation prc-auc = 0.024412
Epoch 722
Validation prc-auc = 0.024331
Epoch 723
Validation prc-auc = 0.024012
Epoch 724
Validation prc-auc = 0.024141
Epoch 725
Validation prc-auc = 0.024413
Epoch 726
Loss = 8.0741e-02, PNorm = 72.0665, GNorm = 0.9516, lr_0 = 9.6431e-04
Validation prc-auc = 0.024065
Epoch 727
Validation prc-auc = 0.023776
Epoch 728
Validation prc-auc = 0.023665
Epoch 729
Validation prc-auc = 0.023571
Epoch 730
Validation prc-auc = 0.023326
Epoch 731
Loss = 1.9084e-02, PNorm = 72.1413, GNorm = 0.5968, lr_0 = 9.6405e-04
Validation prc-auc = 0.022697
Epoch 732
Validation prc-auc = 0.022936
Epoch 733
Validation prc-auc = 0.023342
Epoch 734
Validation prc-auc = 0.023140
Epoch 735
Loss = 3.0743e-03, PNorm = 72.2220, GNorm = 0.0447, lr_0 = 9.6383e-04
Loss = 1.7747e-02, PNorm = 72.2287, GNorm = 0.6042, lr_0 = 9.6381e-04
Validation prc-auc = 0.023154
Epoch 736
Validation prc-auc = 0.023228
Epoch 737
Validation prc-auc = 0.023174
Epoch 738
Validation prc-auc = 0.023189
Epoch 739
Validation prc-auc = 0.023170
Epoch 740
Loss = 5.9548e-02, PNorm = 72.3075, GNorm = 1.3006, lr_0 = 9.6357e-04
Loss = 3.8833e-03, PNorm = 72.3118, GNorm = 0.1752, lr_0 = 9.6355e-04
Validation prc-auc = 0.023367
Epoch 741
Validation prc-auc = 0.023675
Epoch 742
Validation prc-auc = 0.024035
Epoch 743
Validation prc-auc = 0.024277
Epoch 744
Validation prc-auc = 0.024306
Epoch 745
Loss = 1.8873e-03, PNorm = 72.3515, GNorm = 0.0657, lr_0 = 9.6333e-04
Validation prc-auc = 0.024390
Epoch 746
Validation prc-auc = 0.024307
Epoch 747
Validation prc-auc = 0.024351
Epoch 748
Validation prc-auc = 0.023942
Epoch 749
Loss = 1.5265e-02, PNorm = 72.4015, GNorm = 0.5949, lr_0 = 9.6309e-04
Validation prc-auc = 0.023596
Epoch 750
Validation prc-auc = 0.023419
Epoch 751
Validation prc-auc = 0.023412
Epoch 752
Validation prc-auc = 0.023332
Epoch 753
Validation prc-auc = 0.023201
Epoch 754
Loss = 1.4817e-02, PNorm = 72.4604, GNorm = 0.6531, lr_0 = 9.6285e-04
Loss = 2.6859e-04, PNorm = 72.4634, GNorm = 0.0125, lr_0 = 9.6284e-04
Validation prc-auc = 0.023045
Epoch 755
Validation prc-auc = 0.022882
Epoch 756
Validation prc-auc = 0.022826
Epoch 757
Validation prc-auc = 0.022930
Epoch 758
Validation prc-auc = 0.022943
Epoch 759
Loss = 1.9295e-02, PNorm = 72.5024, GNorm = 0.6357, lr_0 = 9.6262e-04
Validation prc-auc = 0.023132
Epoch 760
Validation prc-auc = 0.023360
Epoch 761
Validation prc-auc = 0.022567
Epoch 762
Validation prc-auc = 0.020796
Epoch 763
Validation prc-auc = 0.020681
Epoch 764
Loss = 2.7525e-01, PNorm = 72.6224, GNorm = 2.6211, lr_0 = 9.6236e-04
Validation prc-auc = 0.020058
Epoch 765
Validation prc-auc = 0.020606
Epoch 766
Validation prc-auc = 0.022883
Epoch 767
Validation prc-auc = 0.024113
Epoch 768
Loss = 1.8264e-01, PNorm = 72.9073, GNorm = 0.9217, lr_0 = 9.6214e-04
Loss = 4.4894e-02, PNorm = 72.9413, GNorm = 0.9044, lr_0 = 9.6212e-04
Validation prc-auc = 0.024163
Epoch 769
Validation prc-auc = 0.024355
Epoch 770
Validation prc-auc = 0.024836
Epoch 771
Validation prc-auc = 0.025739
Epoch 772
Validation prc-auc = 0.027006
Epoch 773
Loss = 3.4301e-02, PNorm = 73.3586, GNorm = 1.0904, lr_0 = 9.6188e-04
Loss = 2.0209e-03, PNorm = 73.3839, GNorm = 0.0577, lr_0 = 9.6186e-04
Validation prc-auc = 0.026300
Epoch 774
Validation prc-auc = 0.026259
Epoch 775
Validation prc-auc = 0.025015
Epoch 776
Validation prc-auc = 0.023799
Epoch 777
Validation prc-auc = 0.022989
Epoch 778
Loss = 4.0391e-02, PNorm = 73.6206, GNorm = 1.2525, lr_0 = 9.6164e-04
Validation prc-auc = 0.022938
Epoch 779
Validation prc-auc = 0.023293
Epoch 780
Validation prc-auc = 0.023448
Epoch 781
Validation prc-auc = 0.023566
Epoch 782
Validation prc-auc = 0.023924
Epoch 783
Loss = 1.2385e-01, PNorm = 73.7763, GNorm = 1.0476, lr_0 = 9.6139e-04
Validation prc-auc = 0.023700
Epoch 784
Validation prc-auc = 0.023643
Epoch 785
Validation prc-auc = 0.025308
Epoch 786
Validation prc-auc = 0.025789
Epoch 787
Loss = 4.6597e-02, PNorm = 73.8703, GNorm = 1.5391, lr_0 = 9.6117e-04
Loss = 1.0402e-03, PNorm = 73.8777, GNorm = 0.0383, lr_0 = 9.6115e-04
Validation prc-auc = 0.025786
Epoch 788
Validation prc-auc = 0.025481
Epoch 789
Validation prc-auc = 0.026200
Epoch 790
Validation prc-auc = 0.028790
Epoch 791
Validation prc-auc = 0.029250
Epoch 792
Loss = 8.0290e-02, PNorm = 73.9765, GNorm = 2.2764, lr_0 = 9.6093e-04
Validation prc-auc = 0.028589
Epoch 793
Validation prc-auc = 0.028636
Epoch 794
Validation prc-auc = 0.028114
Epoch 795
Validation prc-auc = 0.028245
Epoch 796
Validation prc-auc = 0.028479
Epoch 797
Loss = 1.5163e-01, PNorm = 74.0787, GNorm = 0.8067, lr_0 = 9.6067e-04
Validation prc-auc = 0.028227
Epoch 798
Validation prc-auc = 0.025414
Epoch 799
Validation prc-auc = 0.024015
Epoch 800
Validation prc-auc = 0.023471
Epoch 801
Loss = 3.2580e-01, PNorm = 74.2415, GNorm = 2.4644, lr_0 = 9.6045e-04
Loss = 2.5764e-03, PNorm = 74.2642, GNorm = 0.0892, lr_0 = 9.6043e-04
Validation prc-auc = 0.022271
Epoch 802
Validation prc-auc = 0.022398
Epoch 803
Validation prc-auc = 0.022927
Epoch 804
Validation prc-auc = 0.023902
Epoch 805
Validation prc-auc = 0.025028
Epoch 806
Loss = 5.4384e-02, PNorm = 74.5413, GNorm = 0.4673, lr_0 = 9.6019e-04
Loss = 7.2286e-03, PNorm = 74.5549, GNorm = 0.2398, lr_0 = 9.6018e-04
Validation prc-auc = 0.026093
Epoch 807
Validation prc-auc = 0.027144
Epoch 808
Validation prc-auc = 0.028420
Epoch 809
Validation prc-auc = 0.029048
Epoch 810
Validation prc-auc = 0.029073
Epoch 811
Loss = 3.1898e-02, PNorm = 74.7215, GNorm = 0.7291, lr_0 = 9.5996e-04
Validation prc-auc = 0.028715
Epoch 812
Validation prc-auc = 0.028353
Epoch 813
Validation prc-auc = 0.028669
Epoch 814
Validation prc-auc = 0.030187
Epoch 815
Validation prc-auc = 0.030835
Epoch 816
Loss = 1.4314e-02, PNorm = 74.8925, GNorm = 0.2920, lr_0 = 9.5970e-04
Validation prc-auc = 0.030003
Epoch 817
Validation prc-auc = 0.029348
Epoch 818
Validation prc-auc = 0.028590
Epoch 819
Validation prc-auc = 0.028402
Epoch 820
Loss = 1.2178e-02, PNorm = 74.9766, GNorm = 0.3969, lr_0 = 9.5948e-04
Loss = 1.5584e-02, PNorm = 74.9818, GNorm = 0.4798, lr_0 = 9.5946e-04
Validation prc-auc = 0.027870
Epoch 821
Validation prc-auc = 0.027561
Epoch 822
Validation prc-auc = 0.027194
Epoch 823
Validation prc-auc = 0.026516
Epoch 824
Validation prc-auc = 0.026497
Epoch 825
Loss = 5.0663e-03, PNorm = 75.0320, GNorm = 0.1143, lr_0 = 9.5924e-04
Validation prc-auc = 0.026302
Epoch 826
Validation prc-auc = 0.025940
Epoch 827
Validation prc-auc = 0.025933
Epoch 828
Validation prc-auc = 0.026103
Epoch 829
Validation prc-auc = 0.026050
Epoch 830
Loss = 4.1283e-03, PNorm = 75.0855, GNorm = 0.0599, lr_0 = 9.5899e-04
Validation prc-auc = 0.025952
Epoch 831
Validation prc-auc = 0.025929
Epoch 832
Validation prc-auc = 0.026077
Epoch 833
Validation prc-auc = 0.025748
Epoch 834
Loss = 2.0969e-02, PNorm = 75.1199, GNorm = 0.2843, lr_0 = 9.5877e-04
Loss = 3.3421e-02, PNorm = 75.1250, GNorm = 1.2288, lr_0 = 9.5875e-04
Validation prc-auc = 0.025514
Epoch 835
Validation prc-auc = 0.025178
Epoch 836
Validation prc-auc = 0.024629
Epoch 837
Validation prc-auc = 0.024235
Epoch 838
Validation prc-auc = 0.024058
Epoch 839
Loss = 8.5367e-03, PNorm = 75.2019, GNorm = 0.0989, lr_0 = 9.5851e-04
Loss = 1.5496e-03, PNorm = 75.2061, GNorm = 0.0418, lr_0 = 9.5849e-04
Validation prc-auc = 0.024105
Epoch 840
Validation prc-auc = 0.024320
Epoch 841
Validation prc-auc = 0.024362
Epoch 842
Validation prc-auc = 0.026364
Epoch 843
Validation prc-auc = 0.027729
Epoch 844
Loss = 2.1692e-01, PNorm = 75.2890, GNorm = 3.4237, lr_0 = 9.5827e-04
Validation prc-auc = 0.026401
Epoch 845
Validation prc-auc = 0.025724
Epoch 846
Validation prc-auc = 0.024884
Epoch 847
Validation prc-auc = 0.025012
Epoch 848
Validation prc-auc = 0.024887
Epoch 849
Loss = 1.1206e-01, PNorm = 75.3878, GNorm = 0.7982, lr_0 = 9.5802e-04
Validation prc-auc = 0.025834
Epoch 850
Validation prc-auc = 0.025978
Epoch 851
Validation prc-auc = 0.026198
Epoch 852
Validation prc-auc = 0.026076
Epoch 853
Loss = 1.1140e-02, PNorm = 75.4491, GNorm = 0.1567, lr_0 = 9.5780e-04
Loss = 9.6695e-04, PNorm = 75.4528, GNorm = 0.0294, lr_0 = 9.5778e-04
Validation prc-auc = 0.026076
Epoch 854
Validation prc-auc = 0.026161
Epoch 855
Validation prc-auc = 0.026154
Epoch 856
Validation prc-auc = 0.026159
Epoch 857
Validation prc-auc = 0.026021
Epoch 858
Loss = 4.8491e-03, PNorm = 75.4919, GNorm = 0.0439, lr_0 = 9.5754e-04
Validation prc-auc = 0.026058
Epoch 859
Validation prc-auc = 0.026644
Epoch 860
Validation prc-auc = 0.025963
Epoch 861
Validation prc-auc = 0.025933
Epoch 862
Validation prc-auc = 0.025594
Epoch 863
Loss = 3.5138e-03, PNorm = 75.5370, GNorm = 0.1420, lr_0 = 9.5730e-04
Validation prc-auc = 0.025328
Epoch 864
Validation prc-auc = 0.025598
Epoch 865
Validation prc-auc = 0.025964
Epoch 866
Validation prc-auc = 0.026092
Epoch 867
Loss = 2.4649e-02, PNorm = 75.5765, GNorm = 0.9845, lr_0 = 9.5708e-04
Loss = 3.8649e-03, PNorm = 75.5796, GNorm = 0.1579, lr_0 = 9.5707e-04
Validation prc-auc = 0.025864
Epoch 868
Validation prc-auc = 0.025410
Epoch 869
Validation prc-auc = 0.024919
Epoch 870
Validation prc-auc = 0.024517
Epoch 871
Validation prc-auc = 0.024456
Epoch 872
Loss = 6.0780e-03, PNorm = 75.6199, GNorm = 0.1990, lr_0 = 9.5683e-04
Loss = 1.0285e-02, PNorm = 75.6221, GNorm = 0.5293, lr_0 = 9.5681e-04
Validation prc-auc = 0.024284
Epoch 873
Validation prc-auc = 0.024513
Epoch 874
Validation prc-auc = 0.024727
Epoch 875
Validation prc-auc = 0.024828
Epoch 876
Validation prc-auc = 0.024917
Epoch 877
Loss = 3.8408e-03, PNorm = 75.6507, GNorm = 0.0825, lr_0 = 9.5659e-04
Validation prc-auc = 0.024851
Epoch 878
Validation prc-auc = 0.024968
Epoch 879
Validation prc-auc = 0.024708
Epoch 880
Validation prc-auc = 0.024303
Epoch 881
Validation prc-auc = 0.023804
Epoch 882
Loss = 2.6223e-03, PNorm = 75.6905, GNorm = 0.0786, lr_0 = 9.5634e-04
Validation prc-auc = 0.023431
Epoch 883
Validation prc-auc = 0.023136
Epoch 884
Validation prc-auc = 0.023196
Epoch 885
Validation prc-auc = 0.023430
Epoch 886
Loss = 8.7690e-02, PNorm = 75.7225, GNorm = 0.2405, lr_0 = 9.5612e-04
Loss = 1.0895e-03, PNorm = 75.7254, GNorm = 0.0480, lr_0 = 9.5610e-04
Validation prc-auc = 0.023545
Epoch 887
Validation prc-auc = 0.023709
Epoch 888
Validation prc-auc = 0.024297
Epoch 889
Validation prc-auc = 0.024327
Epoch 890
Validation prc-auc = 0.024476
Epoch 891
Loss = 9.0494e-03, PNorm = 75.7669, GNorm = 0.5182, lr_0 = 9.5586e-04
Validation prc-auc = 0.024739
Epoch 892
Validation prc-auc = 0.024851
Epoch 893
Validation prc-auc = 0.024912
Epoch 894
Validation prc-auc = 0.024872
Epoch 895
Validation prc-auc = 0.025267
Epoch 896
Loss = 1.8701e-02, PNorm = 75.7951, GNorm = 0.6631, lr_0 = 9.5563e-04
Validation prc-auc = 0.025478
Epoch 897
Validation prc-auc = 0.025585
Epoch 898
Validation prc-auc = 0.025599
Epoch 899
Validation prc-auc = 0.025615
Epoch 900
Loss = 2.0224e-03, PNorm = 75.8185, GNorm = 0.0663, lr_0 = 9.5541e-04
Loss = 6.0663e-04, PNorm = 75.8197, GNorm = 0.0195, lr_0 = 9.5539e-04
Validation prc-auc = 0.025525
Epoch 901
Validation prc-auc = 0.025681
Epoch 902
Validation prc-auc = 0.025309
Epoch 903
Validation prc-auc = 0.025258
Epoch 904
Validation prc-auc = 0.024816
Epoch 905
Loss = 6.2458e-02, PNorm = 75.8370, GNorm = 0.6627, lr_0 = 9.5515e-04
Loss = 1.3926e-02, PNorm = 75.8397, GNorm = 0.5631, lr_0 = 9.5513e-04
Validation prc-auc = 0.024571
Epoch 906
Validation prc-auc = 0.024112
Epoch 907
Validation prc-auc = 0.023233
Epoch 908
Validation prc-auc = 0.022590
Epoch 909
Validation prc-auc = 0.022385
Epoch 910
Loss = 2.8532e-02, PNorm = 75.8746, GNorm = 0.8860, lr_0 = 9.5491e-04
Validation prc-auc = 0.022302
Epoch 911
Validation prc-auc = 0.022237
Epoch 912
Validation prc-auc = 0.022090
Epoch 913
Validation prc-auc = 0.022066
Epoch 914
Validation prc-auc = 0.021888
Epoch 915
Loss = 2.6401e-03, PNorm = 75.9080, GNorm = 0.0638, lr_0 = 9.5466e-04
Validation prc-auc = 0.021802
Epoch 916
Validation prc-auc = 0.021748
Epoch 917
Validation prc-auc = 0.021603
Epoch 918
Validation prc-auc = 0.021526
Epoch 919
Loss = 3.1941e-03, PNorm = 75.9351, GNorm = 0.1244, lr_0 = 9.5444e-04
Loss = 1.1017e-03, PNorm = 75.9371, GNorm = 0.0433, lr_0 = 9.5442e-04
Validation prc-auc = 0.021418
Epoch 920
Validation prc-auc = 0.021290
Epoch 921
Validation prc-auc = 0.021218
Epoch 922
Validation prc-auc = 0.021175
Epoch 923
Validation prc-auc = 0.020980
Epoch 924
Loss = 2.1401e-03, PNorm = 75.9575, GNorm = 0.0687, lr_0 = 9.5419e-04
Validation prc-auc = 0.020912
Epoch 925
Validation prc-auc = 0.020858
Epoch 926
Validation prc-auc = 0.020882
Epoch 927
Validation prc-auc = 0.021125
Epoch 928
Validation prc-auc = 0.021181
Epoch 929
Loss = 5.7915e-03, PNorm = 75.9703, GNorm = 0.3159, lr_0 = 9.5395e-04
Validation prc-auc = 0.021266
Epoch 930
Validation prc-auc = 0.021328
Epoch 931
Validation prc-auc = 0.021458
Epoch 932
Validation prc-auc = 0.021749
Epoch 933
Loss = 5.8205e-03, PNorm = 75.9763, GNorm = 0.0060, lr_0 = 9.5371e-04
Validation prc-auc = 0.021947
Epoch 934
Validation prc-auc = 0.021759
Epoch 935
Validation prc-auc = 0.021538
Epoch 936
Validation prc-auc = 0.021326
Epoch 937
Validation prc-auc = 0.021342
Epoch 938
Loss = 3.4786e-02, PNorm = 75.9999, GNorm = 0.9765, lr_0 = 9.5348e-04
Loss = 2.0146e-04, PNorm = 76.0016, GNorm = 0.0076, lr_0 = 9.5346e-04
Validation prc-auc = 0.021197
Epoch 939
Validation prc-auc = 0.021293
Epoch 940
Validation prc-auc = 0.021262
Epoch 941
Validation prc-auc = 0.021284
Epoch 942
Validation prc-auc = 0.021121
Epoch 943
Loss = 3.3536e-03, PNorm = 76.0195, GNorm = 0.1225, lr_0 = 9.5324e-04
Validation prc-auc = 0.021053
Epoch 944
Validation prc-auc = 0.020523
Epoch 945
Validation prc-auc = 0.019884
Epoch 946
Validation prc-auc = 0.019796
Epoch 947
Validation prc-auc = 0.019990
Epoch 948
Loss = 2.6490e-03, PNorm = 76.0413, GNorm = 0.0732, lr_0 = 9.5299e-04
Validation prc-auc = 0.020040
Epoch 949
Validation prc-auc = 0.019854
Epoch 950
Validation prc-auc = 0.019922
Epoch 951
Validation prc-auc = 0.020130
Epoch 952
Loss = 2.5092e-02, PNorm = 76.0631, GNorm = 1.1042, lr_0 = 9.5277e-04
Loss = 8.7693e-03, PNorm = 76.0651, GNorm = 0.2746, lr_0 = 9.5275e-04
Validation prc-auc = 0.020300
Epoch 953
Validation prc-auc = 0.020632
Epoch 954
Validation prc-auc = 0.020654
Epoch 955
Validation prc-auc = 0.020725
Epoch 956
Validation prc-auc = 0.020751
Epoch 957
Loss = 3.3794e-03, PNorm = 76.0895, GNorm = 0.0967, lr_0 = 9.5251e-04
Loss = 1.0185e-01, PNorm = 76.0935, GNorm = 3.8222, lr_0 = 9.5250e-04
Validation prc-auc = 0.020708
Epoch 958
Validation prc-auc = 0.020711
Epoch 959
Validation prc-auc = 0.020627
Epoch 960
Validation prc-auc = 0.020593
Epoch 961
Validation prc-auc = 0.020592
Epoch 962
Loss = 8.4328e-02, PNorm = 76.1599, GNorm = 2.3700, lr_0 = 9.5228e-04
Validation prc-auc = 0.020764
Epoch 963
Validation prc-auc = 0.020999
Epoch 964
Validation prc-auc = 0.020900
Epoch 965
Validation prc-auc = 0.020463
Epoch 966
Loss = 6.7345e-02, PNorm = 76.2442, GNorm = 0.0163, lr_0 = 9.5204e-04
Validation prc-auc = 0.020094
Epoch 967
Validation prc-auc = 0.020416
Epoch 968
Validation prc-auc = 0.020689
Epoch 969
Validation prc-auc = 0.020577
Epoch 970
Validation prc-auc = 0.020055
Epoch 971
Loss = 7.0587e-02, PNorm = 76.3570, GNorm = 0.0718, lr_0 = 9.5180e-04
Loss = 1.9063e-02, PNorm = 76.3649, GNorm = 1.1852, lr_0 = 9.5179e-04
Validation prc-auc = 0.020140
Epoch 972
Validation prc-auc = 0.021430
Epoch 973
Validation prc-auc = 0.022410
Epoch 974
Validation prc-auc = 0.023091
Epoch 975
Validation prc-auc = 0.023295
Epoch 976
Loss = 3.6611e-02, PNorm = 76.4591, GNorm = 0.8995, lr_0 = 9.5157e-04
Validation prc-auc = 0.023302
Epoch 977
Validation prc-auc = 0.022586
Epoch 978
Validation prc-auc = 0.022153
Epoch 979
Validation prc-auc = 0.021920
Epoch 980
Validation prc-auc = 0.021828
Epoch 981
Loss = 1.7250e-02, PNorm = 76.5292, GNorm = 0.4344, lr_0 = 9.5132e-04
Validation prc-auc = 0.021580
Epoch 982
Validation prc-auc = 0.021405
Epoch 983
Validation prc-auc = 0.021674
Epoch 984
Validation prc-auc = 0.021091
Epoch 985
Loss = 5.4883e-03, PNorm = 76.5671, GNorm = 0.1422, lr_0 = 9.5110e-04
Loss = 1.9910e-04, PNorm = 76.5697, GNorm = 0.0061, lr_0 = 9.5108e-04
Validation prc-auc = 0.020779
Epoch 986
Validation prc-auc = 0.020499
Epoch 987
Validation prc-auc = 0.020223
Epoch 988
Validation prc-auc = 0.019658
Epoch 989
Validation prc-auc = 0.019260
Epoch 990
Loss = 1.0873e-02, PNorm = 76.6011, GNorm = 0.3303, lr_0 = 9.5084e-04
Loss = 8.2988e-03, PNorm = 76.6035, GNorm = 0.4130, lr_0 = 9.5083e-04
Validation prc-auc = 0.019375
Epoch 991
Validation prc-auc = 0.019498
Epoch 992
Validation prc-auc = 0.019891
Epoch 993
Validation prc-auc = 0.020276
Epoch 994
Validation prc-auc = 0.020649
Epoch 995
Loss = 1.1629e-01, PNorm = 76.6356, GNorm = 1.0720, lr_0 = 9.5061e-04
Validation prc-auc = 0.020899
Epoch 996
Validation prc-auc = 0.020958
Epoch 997
Validation prc-auc = 0.020888
Epoch 998
Validation prc-auc = 0.020842
Epoch 999
Loss = 3.1672e-03, PNorm = 76.6656, GNorm = 0.0342, lr_0 = 9.5037e-04
Validation prc-auc = 0.020843
Epoch 1000
Validation prc-auc = 0.020827
Epoch 1001
Validation prc-auc = 0.020552
Epoch 1002
Validation prc-auc = 0.020345
Epoch 1003
Validation prc-auc = 0.020288
Epoch 1004
Loss = 1.6896e-03, PNorm = 76.6950, GNorm = 0.0229, lr_0 = 9.5014e-04
Loss = 1.9849e-03, PNorm = 76.6970, GNorm = 0.0704, lr_0 = 9.5012e-04
Validation prc-auc = 0.020328
Epoch 1005
Validation prc-auc = 0.020365
Epoch 1006
Validation prc-auc = 0.020363
Epoch 1007
Validation prc-auc = 0.020606
Epoch 1008
Validation prc-auc = 0.021025
Epoch 1009
Loss = 2.0558e-03, PNorm = 76.7161, GNorm = 0.0536, lr_0 = 9.4990e-04
Validation prc-auc = 0.021553
Epoch 1010
Validation prc-auc = 0.022000
Epoch 1011
Validation prc-auc = 0.022278
Epoch 1012
Validation prc-auc = 0.022390
Epoch 1013
Validation prc-auc = 0.022068
Epoch 1014
Loss = 6.3134e-03, PNorm = 76.7522, GNorm = 0.3097, lr_0 = 9.4965e-04
Validation prc-auc = 0.021379
Epoch 1015
Validation prc-auc = 0.020955
Epoch 1016
Validation prc-auc = 0.021387
Epoch 1017
Validation prc-auc = 0.021429
Epoch 1018
Loss = 2.4841e-02, PNorm = 76.8042, GNorm = 0.4756, lr_0 = 9.4943e-04
Loss = 1.5485e-04, PNorm = 76.8077, GNorm = 0.0052, lr_0 = 9.4941e-04
Validation prc-auc = 0.021955
Epoch 1019
Validation prc-auc = 0.022303
Epoch 1020
Validation prc-auc = 0.022602
Epoch 1021
Validation prc-auc = 0.022914
Epoch 1022
Validation prc-auc = 0.023214
Epoch 1023
Loss = 2.7383e-02, PNorm = 76.8481, GNorm = 1.2913, lr_0 = 9.4918e-04
Loss = 9.0208e-02, PNorm = 76.8528, GNorm = 4.4311, lr_0 = 9.4916e-04
Validation prc-auc = 0.023983
Epoch 1024
Validation prc-auc = 0.024976
Epoch 1025
Validation prc-auc = 0.025546
Epoch 1026
Validation prc-auc = 0.026117
Epoch 1027
Validation prc-auc = 0.026219
Epoch 1028
Loss = 1.0679e-02, PNorm = 76.9219, GNorm = 0.2751, lr_0 = 9.4894e-04
Validation prc-auc = 0.025703
Epoch 1029
Validation prc-auc = 0.024390
Epoch 1030
Validation prc-auc = 0.023992
Epoch 1031
Validation prc-auc = 0.024295
Epoch 1032
Validation prc-auc = 0.024663
Epoch 1033
Loss = 4.2284e-03, PNorm = 76.9866, GNorm = 0.1840, lr_0 = 9.4869e-04
Validation prc-auc = 0.025086
Epoch 1034
Validation prc-auc = 0.025240
Epoch 1035
Validation prc-auc = 0.025592
Epoch 1036
Validation prc-auc = 0.025901
Epoch 1037
Loss = 3.6850e-03, PNorm = 77.0337, GNorm = 0.1789, lr_0 = 9.4847e-04
Loss = 4.2606e-03, PNorm = 77.0366, GNorm = 0.2421, lr_0 = 9.4845e-04
Validation prc-auc = 0.026178
Epoch 1038
Validation prc-auc = 0.026200
Epoch 1039
Validation prc-auc = 0.026040
Epoch 1040
Validation prc-auc = 0.025723
Epoch 1041
Validation prc-auc = 0.027329
Epoch 1042
Loss = 2.9760e-03, PNorm = 77.0703, GNorm = 0.0630, lr_0 = 9.4823e-04
Validation prc-auc = 0.027563
Epoch 1043
Validation prc-auc = 0.027597
Epoch 1044
Validation prc-auc = 0.027035
Epoch 1045
Validation prc-auc = 0.026278
Epoch 1046
Validation prc-auc = 0.024294
Epoch 1047
Loss = 3.3221e-02, PNorm = 77.1547, GNorm = 1.1478, lr_0 = 9.4798e-04
Validation prc-auc = 0.022716
Epoch 1048
Validation prc-auc = 0.022037
Epoch 1049
Validation prc-auc = 0.021716
Epoch 1050
Validation prc-auc = 0.021414
Epoch 1051
Loss = 3.6674e-03, PNorm = 77.2207, GNorm = 0.2134, lr_0 = 9.4776e-04
Loss = 5.1196e-03, PNorm = 77.2239, GNorm = 0.2515, lr_0 = 9.4775e-04
Validation prc-auc = 0.021448
Epoch 1052
Validation prc-auc = 0.021594
Epoch 1053
Validation prc-auc = 0.021754
Epoch 1054
Validation prc-auc = 0.021894
Epoch 1055
Validation prc-auc = 0.021868
Epoch 1056
Loss = 3.6931e-03, PNorm = 77.2587, GNorm = 0.0859, lr_0 = 9.4751e-04
Loss = 1.3357e-03, PNorm = 77.2606, GNorm = 0.0955, lr_0 = 9.4749e-04
Validation prc-auc = 0.021698
Epoch 1057
Validation prc-auc = 0.021517
Epoch 1058
Validation prc-auc = 0.021342
Epoch 1059
Validation prc-auc = 0.021450
Epoch 1060
Validation prc-auc = 0.021443
Epoch 1061
Loss = 1.5334e-03, PNorm = 77.2791, GNorm = 0.0703, lr_0 = 9.4728e-04
Validation prc-auc = 0.021451
Epoch 1062
Validation prc-auc = 0.021060
Epoch 1063
Validation prc-auc = 0.020725
Epoch 1064
Validation prc-auc = 0.021484
Epoch 1065
Validation prc-auc = 0.022045
Epoch 1066
Loss = 7.0516e-03, PNorm = 77.3000, GNorm = 0.2234, lr_0 = 9.4702e-04
Validation prc-auc = 0.022172
Epoch 1067
Validation prc-auc = 0.022336
Epoch 1068
Validation prc-auc = 0.022537
Epoch 1069
Validation prc-auc = 0.022582
Epoch 1070
Loss = 1.0067e-03, PNorm = 77.3182, GNorm = 0.0321, lr_0 = 9.4681e-04
Loss = 1.9053e-05, PNorm = 77.3193, GNorm = 0.0011, lr_0 = 9.4679e-04
Validation prc-auc = 0.022653
Epoch 1071
Validation prc-auc = 0.022532
Epoch 1072
Validation prc-auc = 0.022437
Epoch 1073
Validation prc-auc = 0.022944
Epoch 1074
Validation prc-auc = 0.023745
Epoch 1075
Loss = 7.9914e-03, PNorm = 77.3465, GNorm = 0.3594, lr_0 = 9.4657e-04
Validation prc-auc = 0.024407
Epoch 1076
Validation prc-auc = 0.025302
Epoch 1077
Validation prc-auc = 0.025397
Epoch 1078
Validation prc-auc = 0.025044
Epoch 1079
Validation prc-auc = 0.023898
Epoch 1080
Loss = 9.4616e-04, PNorm = 77.3895, GNorm = 0.0277, lr_0 = 9.4632e-04
Validation prc-auc = 0.023442
Epoch 1081
Validation prc-auc = 0.023123
Epoch 1082
Validation prc-auc = 0.023256
Epoch 1083
Validation prc-auc = 0.023610
Epoch 1084
Loss = 8.7177e-03, PNorm = 77.4363, GNorm = 0.5362, lr_0 = 9.4610e-04
Loss = 4.1458e-03, PNorm = 77.4411, GNorm = 0.1600, lr_0 = 9.4608e-04
Validation prc-auc = 0.023242
Epoch 1085
Validation prc-auc = 0.023030
Epoch 1086
Validation prc-auc = 0.022698
Epoch 1087
Validation prc-auc = 0.022482
Epoch 1088
Validation prc-auc = 0.022380
Epoch 1089
Loss = 6.6795e-03, PNorm = 77.4992, GNorm = 0.4536, lr_0 = 9.4585e-04
Loss = 7.1990e-04, PNorm = 77.5028, GNorm = 0.0273, lr_0 = 9.4583e-04
Validation prc-auc = 0.022472
Epoch 1090
Validation prc-auc = 0.022403
Epoch 1091
Validation prc-auc = 0.022646
Epoch 1092
Validation prc-auc = 0.021904
Epoch 1093
Validation prc-auc = 0.022511
Epoch 1094
Loss = 3.1440e-04, PNorm = 77.5611, GNorm = 0.0103, lr_0 = 9.4561e-04
Validation prc-auc = 0.024067
Epoch 1095
Validation prc-auc = 0.024327
Epoch 1096
Validation prc-auc = 0.024505
Epoch 1097
Validation prc-auc = 0.026185
Epoch 1098
Validation prc-auc = 0.025443
Epoch 1099
Loss = 2.3416e-03, PNorm = 77.8226, GNorm = 0.0596, lr_0 = 9.4536e-04
Validation prc-auc = 0.024058
Epoch 1100
Validation prc-auc = 0.022293
Epoch 1101
Validation prc-auc = 0.021519
Epoch 1102
Validation prc-auc = 0.022412
Epoch 1103
Loss = 5.4207e-02, PNorm = 77.9951, GNorm = 1.8159, lr_0 = 9.4515e-04
Loss = 1.1411e-03, PNorm = 78.0052, GNorm = 0.0351, lr_0 = 9.4513e-04
Validation prc-auc = 0.024016
Epoch 1104
Validation prc-auc = 0.023628
Epoch 1105
Validation prc-auc = 0.024235
Epoch 1106
Validation prc-auc = 0.026005
Epoch 1107
Validation prc-auc = 0.027199
Epoch 1108
Loss = 2.2093e-02, PNorm = 78.2006, GNorm = 0.1935, lr_0 = 9.4489e-04
Validation prc-auc = 0.026544
Epoch 1109
Validation prc-auc = 0.027191
Epoch 1110
Validation prc-auc = 0.027327
Epoch 1111
Validation prc-auc = 0.027949
Epoch 1112
Validation prc-auc = 0.028164
Epoch 1113
Loss = 6.7224e-02, PNorm = 78.5816, GNorm = 1.4788, lr_0 = 9.4466e-04
Validation prc-auc = 0.028652
Epoch 1114
Validation prc-auc = 0.029498
Epoch 1115
Validation prc-auc = 0.028056
Epoch 1116
Validation prc-auc = 0.027439
Epoch 1117
Loss = 1.9905e-02, PNorm = 78.8305, GNorm = 0.2854, lr_0 = 9.4444e-04
Loss = 8.6412e-04, PNorm = 78.8438, GNorm = 0.0310, lr_0 = 9.4443e-04
Validation prc-auc = 0.026891
Epoch 1118
Validation prc-auc = 0.025542
Epoch 1119
Validation prc-auc = 0.026656
Epoch 1120
Validation prc-auc = 0.030105
Epoch 1121
Validation prc-auc = 0.033451
Epoch 1122
Loss = 3.0259e-02, PNorm = 79.0474, GNorm = 0.1348, lr_0 = 9.4419e-04
Loss = 1.4105e-02, PNorm = 79.0700, GNorm = 0.9536, lr_0 = 9.4417e-04
Validation prc-auc = 0.032355
Epoch 1123
Validation prc-auc = 0.032097
Epoch 1124
Validation prc-auc = 0.031115
Epoch 1125
Validation prc-auc = 0.029380
Epoch 1126
Validation prc-auc = 0.028168
Epoch 1127
Loss = 8.8335e-02, PNorm = 79.3335, GNorm = 0.8834, lr_0 = 9.4396e-04
Validation prc-auc = 0.027296
Epoch 1128
Validation prc-auc = 0.026460
Epoch 1129
Validation prc-auc = 0.026153
Epoch 1130
Validation prc-auc = 0.025526
Epoch 1131
Validation prc-auc = 0.025450
Epoch 1132
Loss = 5.1106e-02, PNorm = 79.5675, GNorm = 0.7705, lr_0 = 9.4371e-04
Validation prc-auc = 0.024779
Epoch 1133
Validation prc-auc = 0.025390
Epoch 1134
Validation prc-auc = 0.026428
Epoch 1135
Validation prc-auc = 0.026830
Epoch 1136
Loss = 7.3495e-02, PNorm = 79.7121, GNorm = 0.5735, lr_0 = 9.4349e-04
Loss = 6.7313e-02, PNorm = 79.7212, GNorm = 2.2647, lr_0 = 9.4347e-04
Validation prc-auc = 0.026482
Epoch 1137
Validation prc-auc = 0.026848
Epoch 1138
Validation prc-auc = 0.027493
Epoch 1139
Validation prc-auc = 0.027190
Epoch 1140
Validation prc-auc = 0.028016
Epoch 1141
Loss = 8.4030e-02, PNorm = 79.8407, GNorm = 1.6267, lr_0 = 9.4324e-04
Validation prc-auc = 0.027543
Epoch 1142
Validation prc-auc = 0.027402
Epoch 1143
Validation prc-auc = 0.027106
Epoch 1144
Validation prc-auc = 0.027161
Epoch 1145
Validation prc-auc = 0.027657
Epoch 1146
Loss = 4.7351e-03, PNorm = 79.9403, GNorm = 0.1108, lr_0 = 9.4300e-04
Validation prc-auc = 0.028032
Epoch 1147
Validation prc-auc = 0.028273
Epoch 1148
Validation prc-auc = 0.028433
Epoch 1149
Validation prc-auc = 0.028280
Epoch 1150
Loss = 9.5382e-03, PNorm = 79.9877, GNorm = 0.3712, lr_0 = 9.4279e-04
Loss = 1.1688e-03, PNorm = 79.9904, GNorm = 0.0468, lr_0 = 9.4277e-04
Validation prc-auc = 0.027911
Epoch 1151
Validation prc-auc = 0.027139
Epoch 1152
Validation prc-auc = 0.026444
Epoch 1153
Validation prc-auc = 0.026567
Epoch 1154
Validation prc-auc = 0.027044
Epoch 1155
Loss = 1.3960e-02, PNorm = 80.0321, GNorm = 0.0740, lr_0 = 9.4253e-04
Loss = 2.3254e-02, PNorm = 80.0355, GNorm = 0.9658, lr_0 = 9.4252e-04
Validation prc-auc = 0.027359
Epoch 1156
Validation prc-auc = 0.027807
Epoch 1157
Validation prc-auc = 0.027949
Epoch 1158
Validation prc-auc = 0.027983
Epoch 1159
Validation prc-auc = 0.028122
Epoch 1160
Loss = 4.6259e-03, PNorm = 80.0708, GNorm = 0.0842, lr_0 = 9.4230e-04
Validation prc-auc = 0.028279
Epoch 1161
Validation prc-auc = 0.028041
Epoch 1162
Validation prc-auc = 0.028036
Epoch 1163
Validation prc-auc = 0.028283
Epoch 1164
Validation prc-auc = 0.028220
Epoch 1165
Loss = 8.3414e-03, PNorm = 80.0944, GNorm = 0.2160, lr_0 = 9.4205e-04
Validation prc-auc = 0.028049
Epoch 1166
Validation prc-auc = 0.027932
Epoch 1167
Validation prc-auc = 0.028162
Epoch 1168
Validation prc-auc = 0.028030
Epoch 1169
Loss = 3.4040e-02, PNorm = 80.1165, GNorm = 0.3146, lr_0 = 9.4183e-04
Loss = 1.2020e-02, PNorm = 80.1181, GNorm = 0.4782, lr_0 = 9.4182e-04
Validation prc-auc = 0.027743
Epoch 1170
Validation prc-auc = 0.026859
Epoch 1171
Validation prc-auc = 0.026345
Epoch 1172
Validation prc-auc = 0.026087
Epoch 1173
Validation prc-auc = 0.025933
Epoch 1174
Loss = 3.3284e-03, PNorm = 80.1381, GNorm = 0.0823, lr_0 = 9.4158e-04
Validation prc-auc = 0.025860
Epoch 1175
Validation prc-auc = 0.025948
Epoch 1176
Validation prc-auc = 0.025778
Epoch 1177
Validation prc-auc = 0.025222
Epoch 1178
Validation prc-auc = 0.025034
Epoch 1179
Loss = 7.0331e-03, PNorm = 80.1822, GNorm = 0.3139, lr_0 = 9.4135e-04
Validation prc-auc = 0.024896
Epoch 1180
Validation prc-auc = 0.023632
Epoch 1181
Validation prc-auc = 0.022621
Epoch 1182
Validation prc-auc = 0.022586
Epoch 1183
Loss = 7.8817e-02, PNorm = 80.2665, GNorm = 7.3013, lr_0 = 9.4112e-04
Validation prc-auc = 0.024267
Epoch 1184
Validation prc-auc = 0.029891
Epoch 1185
Validation prc-auc = 0.031970
Epoch 1186
Validation prc-auc = 0.032073
Epoch 1187
Validation prc-auc = 0.032801
Epoch 1188
Loss = 5.9650e-02, PNorm = 80.4130, GNorm = 3.3852, lr_0 = 9.4088e-04
Loss = 4.1048e-02, PNorm = 80.4247, GNorm = 2.0758, lr_0 = 9.4087e-04
Validation prc-auc = 0.031800
Epoch 1189
Validation prc-auc = 0.030684
Epoch 1190
Validation prc-auc = 0.031415
Epoch 1191
Validation prc-auc = 0.031770
Epoch 1192
Validation prc-auc = 0.034359
Epoch 1193
Loss = 3.3847e-03, PNorm = 80.5503, GNorm = 0.1256, lr_0 = 9.4065e-04
Validation prc-auc = 0.032398
Epoch 1194
Validation prc-auc = 0.028806
Epoch 1195
Validation prc-auc = 0.029035
Epoch 1196
Validation prc-auc = 0.029458
Epoch 1197
Validation prc-auc = 0.029241
Epoch 1198
Loss = 9.2986e-03, PNorm = 80.6653, GNorm = 0.2834, lr_0 = 9.4040e-04
Validation prc-auc = 0.028693
Epoch 1199
Validation prc-auc = 0.028297
Epoch 1200
Validation prc-auc = 0.028039
Epoch 1201
Validation prc-auc = 0.028021
Epoch 1202
Loss = 8.6926e-02, PNorm = 80.7564, GNorm = 0.7353, lr_0 = 9.4018e-04
Loss = 5.1336e-03, PNorm = 80.7618, GNorm = 0.1720, lr_0 = 9.4016e-04
Validation prc-auc = 0.027668
Epoch 1203
Validation prc-auc = 0.027399
Epoch 1204
Validation prc-auc = 0.027495
Epoch 1205
Validation prc-auc = 0.027826
Epoch 1206
Validation prc-auc = 0.028066
Epoch 1207
Loss = 1.8139e-02, PNorm = 80.8215, GNorm = 0.2096, lr_0 = 9.3993e-04
Loss = 1.7783e-03, PNorm = 80.8250, GNorm = 0.0813, lr_0 = 9.3991e-04
Validation prc-auc = 0.028476
Epoch 1208
Validation prc-auc = 0.029078
Epoch 1209
Validation prc-auc = 0.030299
Epoch 1210
Validation prc-auc = 0.031107
Epoch 1211
Validation prc-auc = 0.031732
Epoch 1212
Loss = 7.0691e-03, PNorm = 80.8583, GNorm = 0.1326, lr_0 = 9.3970e-04
Validation prc-auc = 0.031955
Epoch 1213
Validation prc-auc = 0.032062
Epoch 1214
Validation prc-auc = 0.032310
Epoch 1215
Validation prc-auc = 0.031693
Epoch 1216
Loss = 2.0073e-03, PNorm = 80.9052, GNorm = 0.0243, lr_0 = 9.3946e-04
Validation prc-auc = 0.030434
Epoch 1217
Validation prc-auc = 0.027854
Epoch 1218
Validation prc-auc = 0.026906
Epoch 1219
Validation prc-auc = 0.029175
Epoch 1220
Validation prc-auc = 0.031077
Epoch 1221
Loss = 1.9861e-02, PNorm = 81.0502, GNorm = 0.4662, lr_0 = 9.3923e-04
Loss = 6.9857e-02, PNorm = 81.0599, GNorm = 5.6379, lr_0 = 9.3922e-04
Validation prc-auc = 0.031169
Epoch 1222
Validation prc-auc = 0.029375
Epoch 1223
Validation prc-auc = 0.028365
Epoch 1224
Validation prc-auc = 0.029013
Epoch 1225
Validation prc-auc = 0.028993
Epoch 1226
Loss = 1.2291e-01, PNorm = 81.2089, GNorm = 2.2993, lr_0 = 9.3900e-04
Validation prc-auc = 0.027216
Epoch 1227
Validation prc-auc = 0.025646
Epoch 1228
Validation prc-auc = 0.026198
Epoch 1229
Validation prc-auc = 0.027890
Epoch 1230
Validation prc-auc = 0.028266
Epoch 1231
Loss = 7.9900e-02, PNorm = 81.4592, GNorm = 2.6472, lr_0 = 9.3875e-04
Validation prc-auc = 0.029014
Epoch 1232
Validation prc-auc = 0.028232
Epoch 1233
Validation prc-auc = 0.027796
Epoch 1234
Validation prc-auc = 0.028124
Epoch 1235
Loss = 1.9877e-02, PNorm = 81.6250, GNorm = 0.0841, lr_0 = 9.3853e-04
Loss = 2.4111e-03, PNorm = 81.6399, GNorm = 0.0875, lr_0 = 9.3852e-04
Validation prc-auc = 0.028388
Epoch 1236
Validation prc-auc = 0.028180
Epoch 1237
Validation prc-auc = 0.026962
Epoch 1238
Validation prc-auc = 0.025206
Epoch 1239
Validation prc-auc = 0.024660
Epoch 1240
Loss = 2.7496e-02, PNorm = 81.8793, GNorm = 0.4732, lr_0 = 9.3828e-04
Loss = 2.5307e-01, PNorm = 81.8945, GNorm = 4.0584, lr_0 = 9.3827e-04
Validation prc-auc = 0.024599
Epoch 1241
Validation prc-auc = 0.024617
Epoch 1242
Validation prc-auc = 0.024046
Epoch 1243
Validation prc-auc = 0.023669
Epoch 1244
Validation prc-auc = 0.023626
Epoch 1245
Loss = 9.1583e-02, PNorm = 82.0594, GNorm = 1.0678, lr_0 = 9.3805e-04
Validation prc-auc = 0.023919
Epoch 1246
Validation prc-auc = 0.024192
Epoch 1247
Validation prc-auc = 0.024582
Epoch 1248
Validation prc-auc = 0.025010
Epoch 1249
Loss = 1.6996e-02, PNorm = 82.1722, GNorm = 0.1019, lr_0 = 9.3782e-04
Validation prc-auc = 0.025189
Epoch 1250
Validation prc-auc = 0.025348
Epoch 1251
Validation prc-auc = 0.025434
Epoch 1252
Validation prc-auc = 0.025297
Epoch 1253
Validation prc-auc = 0.025211
Epoch 1254
Loss = 8.3575e-03, PNorm = 82.2489, GNorm = 0.4019, lr_0 = 9.3758e-04
Loss = 3.5720e-02, PNorm = 82.2528, GNorm = 1.0816, lr_0 = 9.3757e-04
Validation prc-auc = 0.025331
Epoch 1255
Validation prc-auc = 0.025327
Epoch 1256
Validation prc-auc = 0.025567
Epoch 1257
Validation prc-auc = 0.025698
Epoch 1258
Validation prc-auc = 0.025607
Epoch 1259
Loss = 1.5869e-03, PNorm = 82.2884, GNorm = 0.0503, lr_0 = 9.3735e-04
Validation prc-auc = 0.025621
Epoch 1260
Validation prc-auc = 0.025547
Epoch 1261
Validation prc-auc = 0.025523
Epoch 1262
Validation prc-auc = 0.025612
Epoch 1263
Validation prc-auc = 0.025759
Epoch 1264
Loss = 1.1630e-03, PNorm = 82.3143, GNorm = 0.0306, lr_0 = 9.3710e-04
Validation prc-auc = 0.025832
Epoch 1265
Validation prc-auc = 0.025501
Epoch 1266
Validation prc-auc = 0.025277
Epoch 1267
Validation prc-auc = 0.025016
Epoch 1268
Loss = 7.2945e-02, PNorm = 82.3334, GNorm = 0.1759, lr_0 = 9.3689e-04
Loss = 1.2610e-03, PNorm = 82.3345, GNorm = 0.0463, lr_0 = 9.3687e-04
Validation prc-auc = 0.024849
Epoch 1269
Validation prc-auc = 0.024965
Epoch 1270
Validation prc-auc = 0.025210
Epoch 1271
Validation prc-auc = 0.025048
Epoch 1272
Validation prc-auc = 0.024925
Epoch 1273
Loss = 1.6867e-02, PNorm = 82.3732, GNorm = 0.4316, lr_0 = 9.3664e-04
Loss = 1.8042e-01, PNorm = 82.3789, GNorm = 5.7557, lr_0 = 9.3662e-04
Validation prc-auc = 0.024831
Epoch 1274
Validation prc-auc = 0.025248
Epoch 1275
Validation prc-auc = 0.025888
Epoch 1276
Validation prc-auc = 0.025719
Epoch 1277
Validation prc-auc = 0.025581
Epoch 1278
Loss = 6.8833e-03, PNorm = 82.4773, GNorm = 0.2079, lr_0 = 9.3641e-04
Validation prc-auc = 0.026065
Epoch 1279
Validation prc-auc = 0.026492
Epoch 1280
Validation prc-auc = 0.026789
Epoch 1281
Validation prc-auc = 0.026800
Epoch 1282
Validation prc-auc = 0.026684
Epoch 1283
Loss = 2.9363e-03, PNorm = 82.5467, GNorm = 0.0858, lr_0 = 9.3616e-04
Validation prc-auc = 0.026166
Epoch 1284
Validation prc-auc = 0.026225
Epoch 1285
Validation prc-auc = 0.026008
Epoch 1286
Validation prc-auc = 0.025858
Epoch 1287
Loss = 1.0171e-02, PNorm = 82.5859, GNorm = 0.3521, lr_0 = 9.3594e-04
Loss = 3.7567e-03, PNorm = 82.5890, GNorm = 0.1057, lr_0 = 9.3592e-04
Validation prc-auc = 0.025844
Epoch 1288
Validation prc-auc = 0.026046
Epoch 1289
Validation prc-auc = 0.026018
Epoch 1290
Validation prc-auc = 0.026050
Epoch 1291
Validation prc-auc = 0.026182
Epoch 1292
Loss = 3.3217e-02, PNorm = 82.6201, GNorm = 1.0321, lr_0 = 9.3571e-04
Validation prc-auc = 0.026062
Epoch 1293
Validation prc-auc = 0.025990
Epoch 1294
Validation prc-auc = 0.026150
Epoch 1295
Validation prc-auc = 0.026201
Epoch 1296
Validation prc-auc = 0.026038
Epoch 1297
Loss = 3.4145e-02, PNorm = 82.6554, GNorm = 0.6825, lr_0 = 9.3546e-04
Validation prc-auc = 0.025938
Epoch 1298
Validation prc-auc = 0.025826
Epoch 1299
Validation prc-auc = 0.026040
Epoch 1300
Validation prc-auc = 0.026269
Epoch 1301
Loss = 8.9742e-03, PNorm = 82.6827, GNorm = 0.4229, lr_0 = 9.3524e-04
Loss = 2.2980e-03, PNorm = 82.6852, GNorm = 0.1794, lr_0 = 9.3523e-04
Validation prc-auc = 0.026116
Epoch 1302
Validation prc-auc = 0.026406
Epoch 1303
Validation prc-auc = 0.026629
Epoch 1304
Validation prc-auc = 0.026437
Epoch 1305
Validation prc-auc = 0.025943
Epoch 1306
Loss = 3.6432e-03, PNorm = 82.7217, GNorm = 0.1317, lr_0 = 9.3499e-04
Loss = 2.4605e-03, PNorm = 82.7267, GNorm = 0.1116, lr_0 = 9.3498e-04
Validation prc-auc = 0.024959
Epoch 1307
Validation prc-auc = 0.024720
Epoch 1308
Validation prc-auc = 0.024459
Epoch 1309
Validation prc-auc = 0.024426
Epoch 1310
Validation prc-auc = 0.024426
Epoch 1311
Loss = 5.6621e-02, PNorm = 82.8010, GNorm = 0.8890, lr_0 = 9.3476e-04
Validation prc-auc = 0.024556
Epoch 1312
Validation prc-auc = 0.024877
Epoch 1313
Validation prc-auc = 0.025137
Epoch 1314
Validation prc-auc = 0.025367
Epoch 1315
Validation prc-auc = 0.025940
Epoch 1316
Loss = 3.1400e-02, PNorm = 82.8666, GNorm = 1.5854, lr_0 = 9.3451e-04
Validation prc-auc = 0.026611
Epoch 1317
Validation prc-auc = 0.026930
Epoch 1318
Validation prc-auc = 0.027156
Epoch 1319
Validation prc-auc = 0.026952
Epoch 1320
Loss = 3.7226e-02, PNorm = 82.9101, GNorm = 0.1839, lr_0 = 9.3430e-04
Loss = 4.1796e-03, PNorm = 82.9136, GNorm = 0.1946, lr_0 = 9.3428e-04
Validation prc-auc = 0.026343
Epoch 1321
Validation prc-auc = 0.026103
Epoch 1322
Validation prc-auc = 0.026022
Epoch 1323
Validation prc-auc = 0.025828
Epoch 1324
Validation prc-auc = 0.025932
Epoch 1325
Loss = 5.7066e-04, PNorm = 82.9515, GNorm = 0.0302, lr_0 = 9.3407e-04
Validation prc-auc = 0.025903
Epoch 1326
Validation prc-auc = 0.026126
Epoch 1327
Validation prc-auc = 0.025907
Epoch 1328
Validation prc-auc = 0.025451
Epoch 1329
Validation prc-auc = 0.025364
Epoch 1330
Loss = 3.2142e-03, PNorm = 82.9765, GNorm = 0.0763, lr_0 = 9.3382e-04
Validation prc-auc = 0.025548
Epoch 1331
Validation prc-auc = 0.025928
Epoch 1332
Validation prc-auc = 0.025886
Epoch 1333
Validation prc-auc = 0.025907
Epoch 1334
Loss = 7.7026e-03, PNorm = 83.0074, GNorm = 0.1426, lr_0 = 9.3360e-04
Loss = 1.8987e-03, PNorm = 83.0094, GNorm = 0.1227, lr_0 = 9.3359e-04
Validation prc-auc = 0.025743
Epoch 1335
Validation prc-auc = 0.025401
Epoch 1336
Validation prc-auc = 0.025248
Epoch 1337
Validation prc-auc = 0.025472
Epoch 1338
Validation prc-auc = 0.025440
Epoch 1339
Loss = 1.1143e-03, PNorm = 83.0313, GNorm = 0.0115, lr_0 = 9.3336e-04
Loss = 4.2316e-01, PNorm = 83.0329, GNorm = 7.5864, lr_0 = 9.3334e-04
Validation prc-auc = 0.024796
Epoch 1340
Validation prc-auc = 0.023601
Epoch 1341
Validation prc-auc = 0.023097
Epoch 1342
Validation prc-auc = 0.022450
Epoch 1343
Validation prc-auc = 0.022014
Epoch 1344
Loss = 3.0363e-02, PNorm = 83.1603, GNorm = 0.7607, lr_0 = 9.3312e-04
Validation prc-auc = 0.022106
Epoch 1345
Validation prc-auc = 0.022862
Epoch 1346
Validation prc-auc = 0.023908
Epoch 1347
Validation prc-auc = 0.024520
Epoch 1348
Validation prc-auc = 0.025676
Epoch 1349
Loss = 7.9916e-03, PNorm = 83.4000, GNorm = 0.2452, lr_0 = 9.3288e-04
Validation prc-auc = 0.026655
Epoch 1350
Validation prc-auc = 0.027543
Epoch 1351
Validation prc-auc = 0.027903
Epoch 1352
Validation prc-auc = 0.028291
Epoch 1353
Loss = 3.1080e-02, PNorm = 83.5107, GNorm = 0.0414, lr_0 = 9.3266e-04
Loss = 1.7008e-03, PNorm = 83.5166, GNorm = 0.0876, lr_0 = 9.3264e-04
Validation prc-auc = 0.028065
Epoch 1354
Validation prc-auc = 0.027145
Epoch 1355
Validation prc-auc = 0.027153
Epoch 1356
Validation prc-auc = 0.027383
Epoch 1357
Validation prc-auc = 0.027648
Epoch 1358
Loss = 2.1295e-02, PNorm = 83.5883, GNorm = 0.6712, lr_0 = 9.3241e-04
Validation prc-auc = 0.027858
Epoch 1359
Validation prc-auc = 0.027916
Epoch 1360
Validation prc-auc = 0.028111
Epoch 1361
Validation prc-auc = 0.028546
Epoch 1362
Validation prc-auc = 0.028739
Epoch 1363
Loss = 2.6302e-01, PNorm = 83.6308, GNorm = 2.2194, lr_0 = 9.3218e-04
Validation prc-auc = 0.028927
Epoch 1364
Validation prc-auc = 0.028815
Epoch 1365
Validation prc-auc = 0.029183
Epoch 1366
Validation prc-auc = 0.028950
Epoch 1367
Loss = 3.1714e-03, PNorm = 83.6606, GNorm = 0.2209, lr_0 = 9.3197e-04
Loss = 1.4263e-04, PNorm = 83.6629, GNorm = 0.0062, lr_0 = 9.3195e-04
Validation prc-auc = 0.028823
Epoch 1368
Validation prc-auc = 0.028747
Epoch 1369
Validation prc-auc = 0.028626
Epoch 1370
Validation prc-auc = 0.028564
Epoch 1371
Validation prc-auc = 0.028716
Epoch 1372
Loss = 1.2056e-02, PNorm = 83.6902, GNorm = 0.0386, lr_0 = 9.3172e-04
Loss = 1.0522e-02, PNorm = 83.6916, GNorm = 0.6908, lr_0 = 9.3170e-04
Validation prc-auc = 0.028321
Epoch 1373
Validation prc-auc = 0.028240
Epoch 1374
Validation prc-auc = 0.028302
Epoch 1375
Validation prc-auc = 0.028140
Epoch 1376
Validation prc-auc = 0.028124
Epoch 1377
Loss = 6.7333e-02, PNorm = 83.7047, GNorm = 0.8545, lr_0 = 9.3149e-04
Validation prc-auc = 0.027841
Epoch 1378
Validation prc-auc = 0.027813
Epoch 1379
Validation prc-auc = 0.027479
Epoch 1380
Validation prc-auc = 0.027338
Epoch 1381
Validation prc-auc = 0.027280
Epoch 1382
Loss = 4.8486e-03, PNorm = 83.7204, GNorm = 0.1760, lr_0 = 9.3124e-04
Validation prc-auc = 0.027239
Epoch 1383
Validation prc-auc = 0.027323
Epoch 1384
Validation prc-auc = 0.027156
Epoch 1385
Validation prc-auc = 0.027144
Epoch 1386
Loss = 2.7582e-03, PNorm = 83.7457, GNorm = 0.1494, lr_0 = 9.3102e-04
Loss = 2.6967e-03, PNorm = 83.7474, GNorm = 0.0995, lr_0 = 9.3101e-04
Validation prc-auc = 0.027222
Epoch 1387
Validation prc-auc = 0.027462
Epoch 1388
Validation prc-auc = 0.027370
Epoch 1389
Validation prc-auc = 0.027261
Epoch 1390
Validation prc-auc = 0.027489
Epoch 1391
Loss = 5.0454e-03, PNorm = 83.7690, GNorm = 0.1741, lr_0 = 9.3078e-04
Validation prc-auc = 0.027478
Epoch 1392
Validation prc-auc = 0.027591
Epoch 1393
Validation prc-auc = 0.027643
Epoch 1394
Validation prc-auc = 0.027610
Epoch 1395
Validation prc-auc = 0.027613
Epoch 1396
Loss = 9.0488e-04, PNorm = 83.7873, GNorm = 0.0517, lr_0 = 9.3055e-04
Validation prc-auc = 0.027648
Epoch 1397
Validation prc-auc = 0.027879
Epoch 1398
Validation prc-auc = 0.028413
Epoch 1399
Validation prc-auc = 0.028395
Epoch 1400
Loss = 5.2848e-03, PNorm = 83.7995, GNorm = 0.1693, lr_0 = 9.3033e-04
Loss = 2.0920e-05, PNorm = 83.8006, GNorm = 0.0009, lr_0 = 9.3032e-04
Validation prc-auc = 0.028458
Epoch 1401
Validation prc-auc = 0.028970
Epoch 1402
Validation prc-auc = 0.030768
Epoch 1403
Validation prc-auc = 0.029405
Epoch 1404
Validation prc-auc = 0.027665
Epoch 1405
Loss = 1.1756e-02, PNorm = 83.9191, GNorm = 1.1116, lr_0 = 9.3008e-04
Loss = 5.2381e-02, PNorm = 83.9335, GNorm = 2.9530, lr_0 = 9.3007e-04
Validation prc-auc = 0.027242
Epoch 1406
Validation prc-auc = 0.027389
Epoch 1407
Validation prc-auc = 0.027224
Epoch 1408
Validation prc-auc = 0.027248
Epoch 1409
Validation prc-auc = 0.027216
Epoch 1410
Loss = 3.0074e-02, PNorm = 84.0961, GNorm = 0.8031, lr_0 = 9.2985e-04
Validation prc-auc = 0.028322
Epoch 1411
Validation prc-auc = 0.029505
Epoch 1412
Validation prc-auc = 0.030558
Epoch 1413
Validation prc-auc = 0.030896
Epoch 1414
Validation prc-auc = 0.031395
Epoch 1415
Loss = 7.5465e-03, PNorm = 84.2176, GNorm = 0.3012, lr_0 = 9.2961e-04
Validation prc-auc = 0.031530
Epoch 1416
Validation prc-auc = 0.031147
Epoch 1417
Validation prc-auc = 0.031152
Epoch 1418
Validation prc-auc = 0.031090
Epoch 1419
Loss = 9.8207e-03, PNorm = 84.2604, GNorm = 0.3814, lr_0 = 9.2939e-04
Loss = 6.4662e-04, PNorm = 84.2629, GNorm = 0.0285, lr_0 = 9.2938e-04
Validation prc-auc = 0.030895
Epoch 1420
Validation prc-auc = 0.030655
Epoch 1421
Validation prc-auc = 0.029967
Epoch 1422
Validation prc-auc = 0.030058
Epoch 1423
Validation prc-auc = 0.030018
Epoch 1424
Loss = 8.8120e-02, PNorm = 84.2931, GNorm = 0.9746, lr_0 = 9.2914e-04
Validation prc-auc = 0.029588
Epoch 1425
Validation prc-auc = 0.029247
Epoch 1426
Validation prc-auc = 0.028948
Epoch 1427
Validation prc-auc = 0.028311
Epoch 1428
Validation prc-auc = 0.028268
Epoch 1429
Loss = 2.7595e-03, PNorm = 84.3277, GNorm = 0.0627, lr_0 = 9.2891e-04
Validation prc-auc = 0.027491
Epoch 1430
Validation prc-auc = 0.027162
Epoch 1431
Validation prc-auc = 0.026861
Epoch 1432
Validation prc-auc = 0.026751
Epoch 1433
Loss = 1.0708e-02, PNorm = 84.3722, GNorm = 0.1533, lr_0 = 9.2868e-04
Validation prc-auc = 0.026449
Epoch 1434
Validation prc-auc = 0.026697
Epoch 1435
Validation prc-auc = 0.026825
Epoch 1436
Validation prc-auc = 0.026700
Epoch 1437
Validation prc-auc = 0.026414
Epoch 1438
Loss = 1.7780e-02, PNorm = 84.4090, GNorm = 1.2173, lr_0 = 9.2845e-04
Loss = 1.4867e-03, PNorm = 84.4118, GNorm = 0.0708, lr_0 = 9.2844e-04
Validation prc-auc = 0.026348
Epoch 1439
Validation prc-auc = 0.026753
Epoch 1440
Validation prc-auc = 0.026789
Epoch 1441
Validation prc-auc = 0.026803
Epoch 1442
Validation prc-auc = 0.026863
Epoch 1443
Loss = 2.1117e-04, PNorm = 84.4421, GNorm = 0.0058, lr_0 = 9.2822e-04
Validation prc-auc = 0.026920
Epoch 1444
Validation prc-auc = 0.026792
Epoch 1445
Validation prc-auc = 0.026820
Epoch 1446
Validation prc-auc = 0.027027
Epoch 1447
Validation prc-auc = 0.027062
Epoch 1448
Loss = 3.4009e-02, PNorm = 84.4559, GNorm = 1.0369, lr_0 = 9.2798e-04
Validation prc-auc = 0.027551
Epoch 1449
Validation prc-auc = 0.027763
Epoch 1450
Validation prc-auc = 0.027972
Epoch 1451
Validation prc-auc = 0.027478
Epoch 1452
Loss = 5.7194e-02, PNorm = 84.5087, GNorm = 0.3961, lr_0 = 9.2776e-04
Loss = 1.6763e-03, PNorm = 84.5176, GNorm = 0.0567, lr_0 = 9.2775e-04
Validation prc-auc = 0.026970
Epoch 1453
Validation prc-auc = 0.026702
Epoch 1454
Validation prc-auc = 0.026649
Epoch 1455
Validation prc-auc = 0.027023
Epoch 1456
Validation prc-auc = 0.027384
Epoch 1457
Loss = 1.2530e-03, PNorm = 84.6214, GNorm = 0.0598, lr_0 = 9.2752e-04
Loss = 7.6338e-04, PNorm = 84.6265, GNorm = 0.0299, lr_0 = 9.2750e-04
Validation prc-auc = 0.027499
Epoch 1458
Validation prc-auc = 0.027489
Epoch 1459
Validation prc-auc = 0.027783
Epoch 1460
Validation prc-auc = 0.027919
Epoch 1461
Validation prc-auc = 0.028414
Epoch 1462
Loss = 2.8900e-03, PNorm = 84.6652, GNorm = 0.1140, lr_0 = 9.2729e-04
Validation prc-auc = 0.028802
Epoch 1463
Validation prc-auc = 0.028948
Epoch 1464
Validation prc-auc = 0.028827
Epoch 1465
Validation prc-auc = 0.028213
Epoch 1466
Loss = 4.4666e-03, PNorm = 84.6915, GNorm = 0.0106, lr_0 = 9.2706e-04
Validation prc-auc = 0.027891
Epoch 1467
Validation prc-auc = 0.027639
Epoch 1468
Validation prc-auc = 0.027567
Epoch 1469
Validation prc-auc = 0.027483
Epoch 1470
Validation prc-auc = 0.027288
Epoch 1471
Loss = 4.1845e-03, PNorm = 84.7106, GNorm = 0.0047, lr_0 = 9.2683e-04
Loss = 1.1309e-03, PNorm = 84.7116, GNorm = 0.0576, lr_0 = 9.2681e-04
Validation prc-auc = 0.027353
Epoch 1472
Validation prc-auc = 0.027272
Epoch 1473
Validation prc-auc = 0.026833
Epoch 1474
Validation prc-auc = 0.027075
Epoch 1475
Validation prc-auc = 0.027084
Epoch 1476
Loss = 1.3670e-03, PNorm = 84.7263, GNorm = 0.0367, lr_0 = 9.2660e-04
Validation prc-auc = 0.027013
Epoch 1477
Validation prc-auc = 0.026997
Epoch 1478
Validation prc-auc = 0.026799
Epoch 1479
Validation prc-auc = 0.026479
Epoch 1480
Validation prc-auc = 0.026454
Epoch 1481
Loss = 7.6613e-04, PNorm = 84.7557, GNorm = 0.0449, lr_0 = 9.2635e-04
Validation prc-auc = 0.026753
Epoch 1482
Validation prc-auc = 0.026734
Epoch 1483
Validation prc-auc = 0.026520
Epoch 1484
Validation prc-auc = 0.027130
Epoch 1485
Loss = 2.8954e-02, PNorm = 84.7759, GNorm = 1.0304, lr_0 = 9.2614e-04
Loss = 4.8076e-04, PNorm = 84.7777, GNorm = 0.0197, lr_0 = 9.2612e-04
Validation prc-auc = 0.027751
Epoch 1486
Validation prc-auc = 0.028351
Epoch 1487
Validation prc-auc = 0.028722
Epoch 1488
Validation prc-auc = 0.028991
Epoch 1489
Validation prc-auc = 0.028795
Epoch 1490
Loss = 1.0421e-02, PNorm = 84.8065, GNorm = 0.5495, lr_0 = 9.2589e-04
Loss = 1.0036e-03, PNorm = 84.8086, GNorm = 0.1105, lr_0 = 9.2587e-04
Validation prc-auc = 0.028862
Epoch 1491
Validation prc-auc = 0.029278
Epoch 1492
Validation prc-auc = 0.028730
Epoch 1493
Validation prc-auc = 0.029260
Epoch 1494
Validation prc-auc = 0.029603
Epoch 1495
Loss = 1.1664e-01, PNorm = 84.9349, GNorm = 3.8638, lr_0 = 9.2566e-04
Validation prc-auc = 0.027728
Epoch 1496
Validation prc-auc = 0.027931
Epoch 1497
Validation prc-auc = 0.027570
Epoch 1498
Validation prc-auc = 0.028566
Epoch 1499
Loss = 6.7120e-02, PNorm = 85.1181, GNorm = 0.0373, lr_0 = 9.2543e-04
Validation prc-auc = 0.030461
Epoch 1500
Validation prc-auc = 0.032395
Epoch 1501
Validation prc-auc = 0.031419
Epoch 1502
Validation prc-auc = 0.030912
Epoch 1503
Validation prc-auc = 0.030866
Epoch 1504
Loss = 4.1938e-03, PNorm = 85.2617, GNorm = 0.0991, lr_0 = 9.2520e-04
Loss = 1.0684e-03, PNorm = 85.2705, GNorm = 0.0536, lr_0 = 9.2518e-04
Validation prc-auc = 0.028472
Epoch 1505
Validation prc-auc = 0.028611
Epoch 1506
Validation prc-auc = 0.028723
Epoch 1507
Validation prc-auc = 0.028455
Epoch 1508
Validation prc-auc = 0.027426
Epoch 1509
Loss = 3.8765e-03, PNorm = 85.3645, GNorm = 0.1508, lr_0 = 9.2497e-04
Validation prc-auc = 0.027408
Epoch 1510
Validation prc-auc = 0.027899
Epoch 1511
Validation prc-auc = 0.028157
Epoch 1512
Validation prc-auc = 0.028491
Epoch 1513
Validation prc-auc = 0.028443
Epoch 1514
Loss = 6.1870e-03, PNorm = 85.4238, GNorm = 0.1822, lr_0 = 9.2472e-04
Validation prc-auc = 0.028419
Epoch 1515
Validation prc-auc = 0.028249
Epoch 1516
Validation prc-auc = 0.028008
Epoch 1517
Validation prc-auc = 0.027964
Epoch 1518
Loss = 3.7417e-03, PNorm = 85.4477, GNorm = 0.0942, lr_0 = 9.2451e-04
Loss = 8.3033e-04, PNorm = 85.4493, GNorm = 0.0387, lr_0 = 9.2449e-04
Validation prc-auc = 0.028280
Epoch 1519
Validation prc-auc = 0.028235
Epoch 1520
Validation prc-auc = 0.028336
Epoch 1521
Validation prc-auc = 0.027944
Epoch 1522
Validation prc-auc = 0.026919
Epoch 1523
Loss = 6.6176e-03, PNorm = 85.4794, GNorm = 0.2856, lr_0 = 9.2427e-04
Loss = 1.1510e-04, PNorm = 85.4866, GNorm = 0.0058, lr_0 = 9.2425e-04
Validation prc-auc = 0.025872
Epoch 1524
Validation prc-auc = 0.025294
Epoch 1525
Validation prc-auc = 0.024684
Epoch 1526
Validation prc-auc = 0.024316
Epoch 1527
Validation prc-auc = 0.024086
Epoch 1528
Loss = 6.1018e-03, PNorm = 85.5877, GNorm = 0.1590, lr_0 = 9.2404e-04
Validation prc-auc = 0.023950
Epoch 1529
Validation prc-auc = 0.024666
Epoch 1530
Validation prc-auc = 0.025976
Epoch 1531
Validation prc-auc = 0.027405
Epoch 1532
Validation prc-auc = 0.027641
Epoch 1533
Loss = 7.7105e-03, PNorm = 85.7095, GNorm = 0.3115, lr_0 = 9.2379e-04
Validation prc-auc = 0.027872
Epoch 1534
Validation prc-auc = 0.028092
Epoch 1535
Validation prc-auc = 0.028756
Epoch 1536
Validation prc-auc = 0.028937
Epoch 1537
Loss = 5.5319e-03, PNorm = 85.8071, GNorm = 0.3067, lr_0 = 9.2358e-04
Loss = 8.4083e-05, PNorm = 85.8122, GNorm = 0.0081, lr_0 = 9.2356e-04
Validation prc-auc = 0.029314
Epoch 1538
Validation prc-auc = 0.029428
Epoch 1539
Validation prc-auc = 0.029650
Epoch 1540
Validation prc-auc = 0.029755
Epoch 1541
Validation prc-auc = 0.030111
Epoch 1542
Loss = 4.9127e-02, PNorm = 85.8646, GNorm = 0.8042, lr_0 = 9.2335e-04
Validation prc-auc = 0.030633
Epoch 1543
Validation prc-auc = 0.029914
Epoch 1544
Validation prc-auc = 0.028803
Epoch 1545
Validation prc-auc = 0.027851
Epoch 1546
Validation prc-auc = 0.026827
Epoch 1547
Loss = 1.1425e-02, PNorm = 85.9373, GNorm = 0.8177, lr_0 = 9.2310e-04
Validation prc-auc = 0.026671
Epoch 1548
Validation prc-auc = 0.026433
Epoch 1549
Validation prc-auc = 0.025617
Epoch 1550
Validation prc-auc = 0.026123
Epoch 1551
Loss = 1.7942e-02, PNorm = 86.0170, GNorm = 0.8412, lr_0 = 9.2289e-04
Loss = 2.5369e-03, PNorm = 86.0230, GNorm = 0.2286, lr_0 = 9.2287e-04
Validation prc-auc = 0.026339
Epoch 1552
Validation prc-auc = 0.026613
Epoch 1553
Validation prc-auc = 0.026876
Epoch 1554
Validation prc-auc = 0.027072
Epoch 1555
Validation prc-auc = 0.027035
Epoch 1556
Loss = 6.9102e-04, PNorm = 86.0791, GNorm = 0.1136, lr_0 = 9.2264e-04
Loss = 4.0012e-05, PNorm = 86.0812, GNorm = 0.0012, lr_0 = 9.2263e-04
Validation prc-auc = 0.027028
Epoch 1557
Validation prc-auc = 0.027067
Epoch 1558
Validation prc-auc = 0.027000
Epoch 1559
Validation prc-auc = 0.027032
Epoch 1560
Validation prc-auc = 0.027123
Epoch 1561
Loss = 2.7812e-04, PNorm = 86.0976, GNorm = 0.0117, lr_0 = 9.2242e-04
Validation prc-auc = 0.027094
Epoch 1562
Validation prc-auc = 0.027032
Epoch 1563
Validation prc-auc = 0.027001
Epoch 1564
Validation prc-auc = 0.027021
Epoch 1565
Validation prc-auc = 0.026797
Epoch 1566
Loss = 1.3160e-02, PNorm = 86.1096, GNorm = 0.5434, lr_0 = 9.2217e-04
Validation prc-auc = 0.026281
Epoch 1567
Validation prc-auc = 0.025069
Epoch 1568
Validation prc-auc = 0.024369
Epoch 1569
Validation prc-auc = 0.023591
Epoch 1570
Loss = 6.4319e-04, PNorm = 86.1784, GNorm = 0.0168, lr_0 = 9.2196e-04
Loss = 1.0656e-04, PNorm = 86.1873, GNorm = 0.0173, lr_0 = 9.2194e-04
Validation prc-auc = 0.023033
Epoch 1571
Validation prc-auc = 0.023167
Epoch 1572
Validation prc-auc = 0.023582
Epoch 1573
Validation prc-auc = 0.023729
Epoch 1574
Validation prc-auc = 0.024158
Epoch 1575
Loss = 1.2447e-03, PNorm = 86.2784, GNorm = 0.0315, lr_0 = 9.2173e-04
Validation prc-auc = 0.025236
Epoch 1576
Validation prc-auc = 0.026834
Epoch 1577
Validation prc-auc = 0.027937
Epoch 1578
Validation prc-auc = 0.027265
Epoch 1579
Validation prc-auc = 0.026926
Epoch 1580
Loss = 4.6324e-03, PNorm = 86.3964, GNorm = 0.2324, lr_0 = 9.2148e-04
Validation prc-auc = 0.026814
Epoch 1581
Validation prc-auc = 0.026815
Epoch 1582
Validation prc-auc = 0.026782
Epoch 1583
Validation prc-auc = 0.028498
Epoch 1584
Loss = 5.2504e-02, PNorm = 86.5027, GNorm = 0.7365, lr_0 = 9.2127e-04
Loss = 7.5703e-03, PNorm = 86.5269, GNorm = 0.3290, lr_0 = 9.2125e-04
Validation prc-auc = 0.026649
Epoch 1585
Validation prc-auc = 0.026471
Epoch 1586
Validation prc-auc = 0.022360
Epoch 1587
Validation prc-auc = 0.020614
Epoch 1588
Validation prc-auc = 0.020300
Epoch 1589
Loss = 4.4199e-02, PNorm = 86.9664, GNorm = 1.3617, lr_0 = 9.2103e-04
Loss = 5.2754e-04, PNorm = 86.9955, GNorm = 0.0215, lr_0 = 9.2101e-04
Validation prc-auc = 0.019996
Epoch 1590
Validation prc-auc = 0.020328
Epoch 1591
Validation prc-auc = 0.020993
Epoch 1592
Validation prc-auc = 0.022279
Epoch 1593
Validation prc-auc = 0.023096
Epoch 1594
Loss = 1.6477e-02, PNorm = 87.3312, GNorm = 0.3115, lr_0 = 9.2080e-04
Validation prc-auc = 0.023576
Epoch 1595
Validation prc-auc = 0.024150
Epoch 1596
Validation prc-auc = 0.023464
Epoch 1597
Validation prc-auc = 0.023765
Epoch 1598
Validation prc-auc = 0.023299
Epoch 1599
Loss = 1.6035e-02, PNorm = 87.6354, GNorm = 0.4492, lr_0 = 9.2055e-04
Validation prc-auc = 0.024922
Epoch 1600
Validation prc-auc = 0.026238
Epoch 1601
Validation prc-auc = 0.027740
Epoch 1602
Validation prc-auc = 0.028392
Epoch 1603
Loss = 1.0500e-01, PNorm = 87.9645, GNorm = 1.5477, lr_0 = 9.2034e-04
Loss = 1.1911e-02, PNorm = 87.9842, GNorm = 0.3362, lr_0 = 9.2032e-04
Validation prc-auc = 0.027859
Epoch 1604
Validation prc-auc = 0.027388
Epoch 1605
Validation prc-auc = 0.027353
Epoch 1606
Validation prc-auc = 0.027308
Epoch 1607
Validation prc-auc = 0.027201
Epoch 1608
Loss = 2.3298e-02, PNorm = 88.1759, GNorm = 0.9381, lr_0 = 9.2010e-04
Validation prc-auc = 0.027040
Epoch 1609
Validation prc-auc = 0.026765
Epoch 1610
Validation prc-auc = 0.026076
Epoch 1611
Validation prc-auc = 0.025145
Epoch 1612
Validation prc-auc = 0.024538
Epoch 1613
Loss = 3.6706e-02, PNorm = 88.2854, GNorm = 0.7712, lr_0 = 9.1987e-04
Validation prc-auc = 0.023936
Epoch 1614
Validation prc-auc = 0.023835
Epoch 1615
Validation prc-auc = 0.024219
Epoch 1616
Validation prc-auc = 0.024701
Epoch 1617
Loss = 1.4187e-02, PNorm = 88.3256, GNorm = 0.5068, lr_0 = 9.1966e-04
Loss = 3.9096e-04, PNorm = 88.3286, GNorm = 0.0129, lr_0 = 9.1964e-04
Validation prc-auc = 0.025175
Epoch 1618
Validation prc-auc = 0.025094
Epoch 1619
Validation prc-auc = 0.025098
Epoch 1620
Validation prc-auc = 0.025040
Epoch 1621
Validation prc-auc = 0.024830
Epoch 1622
Loss = 1.9696e-02, PNorm = 88.3708, GNorm = 0.2348, lr_0 = 9.1941e-04
Loss = 2.2799e-04, PNorm = 88.3728, GNorm = 0.0112, lr_0 = 9.1939e-04
Validation prc-auc = 0.024594
Epoch 1623
Validation prc-auc = 0.024337
Epoch 1624
Validation prc-auc = 0.024141
Epoch 1625
Validation prc-auc = 0.024657
Epoch 1626
Validation prc-auc = 0.026025
Epoch 1627
Loss = 1.8433e-02, PNorm = 88.4038, GNorm = 0.4451, lr_0 = 9.1918e-04
Validation prc-auc = 0.026532
Epoch 1628
Validation prc-auc = 0.025927
Epoch 1629
Validation prc-auc = 0.025653
Epoch 1630
Validation prc-auc = 0.025571
Epoch 1631
Validation prc-auc = 0.025173
Epoch 1632
Loss = 7.4436e-03, PNorm = 88.5969, GNorm = 0.3030, lr_0 = 9.1894e-04
Validation prc-auc = 0.024806
Epoch 1633
Validation prc-auc = 0.024280
Epoch 1634
Validation prc-auc = 0.023325
Epoch 1635
Validation prc-auc = 0.022948
Epoch 1636
Loss = 4.7093e-02, PNorm = 88.6720, GNorm = 1.6759, lr_0 = 9.1873e-04
Loss = 8.4943e-02, PNorm = 88.6802, GNorm = 3.8284, lr_0 = 9.1871e-04
Validation prc-auc = 0.023530
Epoch 1637
Validation prc-auc = 0.023848
Epoch 1638
Validation prc-auc = 0.023813
Epoch 1639
Validation prc-auc = 0.023865
Epoch 1640
Validation prc-auc = 0.023860
Epoch 1641
Loss = 4.8242e-03, PNorm = 88.7805, GNorm = 0.7298, lr_0 = 9.1848e-04
Validation prc-auc = 0.024043
Epoch 1642
Validation prc-auc = 0.023884
Epoch 1643
Validation prc-auc = 0.023441
Epoch 1644
Validation prc-auc = 0.022787
Epoch 1645
Validation prc-auc = 0.022477
Epoch 1646
Loss = 8.7955e-04, PNorm = 88.8335, GNorm = 0.0290, lr_0 = 9.1825e-04
Validation prc-auc = 0.022382
Epoch 1647
Validation prc-auc = 0.022631
Epoch 1648
Validation prc-auc = 0.023033
Epoch 1649
Validation prc-auc = 0.023307
Epoch 1650
Loss = 4.2156e-03, PNorm = 88.8701, GNorm = 0.0645, lr_0 = 9.1804e-04
Loss = 1.4977e-04, PNorm = 88.8725, GNorm = 0.0116, lr_0 = 9.1803e-04
Validation prc-auc = 0.023586
Epoch 1651
Validation prc-auc = 0.023980
Epoch 1652
Validation prc-auc = 0.024078
Epoch 1653
Validation prc-auc = 0.024192
Epoch 1654
Validation prc-auc = 0.024196
Epoch 1655
Loss = 2.8275e-03, PNorm = 88.8982, GNorm = 0.1507, lr_0 = 9.1780e-04
Loss = 1.4876e-02, PNorm = 88.9008, GNorm = 1.4057, lr_0 = 9.1778e-04
Validation prc-auc = 0.024191
Epoch 1656
Validation prc-auc = 0.024183
Epoch 1657
Validation prc-auc = 0.023829
Epoch 1658
Validation prc-auc = 0.023017
Epoch 1659
Validation prc-auc = 0.021509
Epoch 1660
Loss = 1.7979e-02, PNorm = 89.0081, GNorm = 0.6575, lr_0 = 9.1757e-04
Validation prc-auc = 0.019197
Epoch 1661
Validation prc-auc = 0.018646
Epoch 1662
Validation prc-auc = 0.018618
Epoch 1663
Validation prc-auc = 0.018700
Epoch 1664
Validation prc-auc = 0.019096
Epoch 1665
Loss = 2.0424e-02, PNorm = 89.2952, GNorm = 0.5786, lr_0 = 9.1733e-04
Validation prc-auc = 0.019353
Epoch 1666
Validation prc-auc = 0.019739
Epoch 1667
Validation prc-auc = 0.020078
Epoch 1668
Validation prc-auc = 0.020398
Epoch 1669
Loss = 5.9156e-03, PNorm = 89.4708, GNorm = 0.0935, lr_0 = 9.1712e-04
Loss = 9.7597e-03, PNorm = 89.4821, GNorm = 0.5953, lr_0 = 9.1710e-04
Validation prc-auc = 0.020702
Epoch 1670
Validation prc-auc = 0.021348
Epoch 1671
Validation prc-auc = 0.021759
Epoch 1672
Validation prc-auc = 0.022173
Epoch 1673
Validation prc-auc = 0.022166
Epoch 1674
Loss = 4.1190e-02, PNorm = 89.5842, GNorm = 0.0470, lr_0 = 9.1687e-04
Validation prc-auc = 0.022415
Epoch 1675
Validation prc-auc = 0.021862
Epoch 1676
Validation prc-auc = 0.020748
Epoch 1677
Validation prc-auc = 0.020083
Epoch 1678
Validation prc-auc = 0.020020
Epoch 1679
Loss = 9.8730e-02, PNorm = 89.7897, GNorm = 1.9042, lr_0 = 9.1664e-04
Validation prc-auc = 0.019603
Epoch 1680
Validation prc-auc = 0.019270
Epoch 1681
Validation prc-auc = 0.019399
Epoch 1682
Validation prc-auc = 0.019513
Epoch 1683
Loss = 1.1078e-02, PNorm = 89.9942, GNorm = 0.0530, lr_0 = 9.1642e-04
Validation prc-auc = 0.019866
Epoch 1684
Validation prc-auc = 0.019992
Epoch 1685
Validation prc-auc = 0.020107
Epoch 1686
Validation prc-auc = 0.020035
Epoch 1687
Validation prc-auc = 0.019981
Epoch 1688
Loss = 1.8703e-02, PNorm = 90.0843, GNorm = 0.8480, lr_0 = 9.1619e-04
Loss = 1.8767e-04, PNorm = 90.0885, GNorm = 0.0075, lr_0 = 9.1617e-04
Validation prc-auc = 0.019834
Epoch 1689
Validation prc-auc = 0.019751
Epoch 1690
Validation prc-auc = 0.019547
Epoch 1691
Validation prc-auc = 0.019674
Epoch 1692
Validation prc-auc = 0.020213
Epoch 1693
Loss = 5.9544e-03, PNorm = 90.1456, GNorm = 0.2493, lr_0 = 9.1596e-04
Validation prc-auc = 0.020635
Epoch 1694
Validation prc-auc = 0.020843
Epoch 1695
Validation prc-auc = 0.020987
Epoch 1696
Validation prc-auc = 0.021126
Epoch 1697
Validation prc-auc = 0.021264
Epoch 1698
Loss = 5.8681e-03, PNorm = 90.2128, GNorm = 0.3757, lr_0 = 9.1572e-04
Validation prc-auc = 0.021436
Epoch 1699
Validation prc-auc = 0.021565
Epoch 1700
Validation prc-auc = 0.021453
Epoch 1701
Validation prc-auc = 0.021433
Epoch 1702
Loss = 2.4729e-03, PNorm = 90.2404, GNorm = 0.1048, lr_0 = 9.1551e-04
Loss = 3.1153e-03, PNorm = 90.2421, GNorm = 0.2214, lr_0 = 9.1549e-04
Validation prc-auc = 0.021362
Epoch 1703
Validation prc-auc = 0.021250
Epoch 1704
Validation prc-auc = 0.021285
Epoch 1705
Validation prc-auc = 0.021551
Epoch 1706
Validation prc-auc = 0.022013
Epoch 1707
Loss = 1.1847e-03, PNorm = 90.2628, GNorm = 0.0310, lr_0 = 9.1526e-04
Loss = 6.6885e-05, PNorm = 90.2642, GNorm = 0.0025, lr_0 = 9.1525e-04
Validation prc-auc = 0.022284
Epoch 1708
Validation prc-auc = 0.022509
Epoch 1709
Validation prc-auc = 0.022713
Epoch 1710
Validation prc-auc = 0.022915
Epoch 1711
Validation prc-auc = 0.022693
Epoch 1712
Loss = 3.8935e-04, PNorm = 90.2922, GNorm = 0.0129, lr_0 = 9.1504e-04
Validation prc-auc = 0.021887
Epoch 1713
Validation prc-auc = 0.020624
Epoch 1714
Validation prc-auc = 0.020435
Epoch 1715
Validation prc-auc = 0.020865
Epoch 1716
Loss = 4.8171e-02, PNorm = 90.4334, GNorm = 0.0534, lr_0 = 9.1481e-04
Validation prc-auc = 0.021291
Epoch 1717
Validation prc-auc = 0.021430
Epoch 1718
Validation prc-auc = 0.021602
Epoch 1719
Validation prc-auc = 0.021671
Epoch 1720
Validation prc-auc = 0.021308
Epoch 1721
Loss = 1.2983e-02, PNorm = 90.5635, GNorm = 0.3346, lr_0 = 9.1458e-04
Loss = 1.3930e-01, PNorm = 90.5702, GNorm = 5.0335, lr_0 = 9.1457e-04
Validation prc-auc = 0.020851
Epoch 1722
Validation prc-auc = 0.019961
Epoch 1723
Validation prc-auc = 0.020284
Epoch 1724
Validation prc-auc = 0.021637
Epoch 1725
Validation prc-auc = 0.022279
Epoch 1726
Loss = 4.1348e-02, PNorm = 90.7110, GNorm = 1.6507, lr_0 = 9.1436e-04
Validation prc-auc = 0.022169
Epoch 1727
Validation prc-auc = 0.021727
Epoch 1728
Validation prc-auc = 0.021212
Epoch 1729
Validation prc-auc = 0.022058
Epoch 1730
Validation prc-auc = 0.022085
Epoch 1731
Loss = 2.3857e-01, PNorm = 90.8920, GNorm = 2.5927, lr_0 = 9.1411e-04
Validation prc-auc = 0.021172
Epoch 1732
Validation prc-auc = 0.020845
Epoch 1733
Validation prc-auc = 0.020806
Epoch 1734
Validation prc-auc = 0.020527
Epoch 1735
Loss = 2.5434e-02, PNorm = 91.1237, GNorm = 0.9847, lr_0 = 9.1390e-04
Loss = 2.1468e-02, PNorm = 91.1373, GNorm = 0.9109, lr_0 = 9.1389e-04
Validation prc-auc = 0.020367
Epoch 1736
Validation prc-auc = 0.020582
Epoch 1737
Validation prc-auc = 0.020451
Epoch 1738
Validation prc-auc = 0.020082
Epoch 1739
Validation prc-auc = 0.019761
Epoch 1740
Loss = 1.8465e-02, PNorm = 91.2835, GNorm = 0.8625, lr_0 = 9.1366e-04
Loss = 8.1851e-05, PNorm = 91.2913, GNorm = 0.0028, lr_0 = 9.1364e-04
Validation prc-auc = 0.019608
Epoch 1741
Validation prc-auc = 0.019452
Epoch 1742
Validation prc-auc = 0.019349
Epoch 1743
Validation prc-auc = 0.019186
Epoch 1744
Validation prc-auc = 0.019042
Epoch 1745
Loss = 4.0360e-03, PNorm = 91.3560, GNorm = 0.0826, lr_0 = 9.1343e-04
Validation prc-auc = 0.019011
Epoch 1746
Validation prc-auc = 0.018998
Epoch 1747
Validation prc-auc = 0.019043
Epoch 1748
Validation prc-auc = 0.019130
Epoch 1749
Loss = 6.0021e-03, PNorm = 91.3861, GNorm = 0.0564, lr_0 = 9.1320e-04
Validation prc-auc = 0.019215
Epoch 1750
Validation prc-auc = 0.019248
Epoch 1751
Validation prc-auc = 0.019410
Epoch 1752
Validation prc-auc = 0.019520
Epoch 1753
Validation prc-auc = 0.019578
Epoch 1754
Loss = 5.1436e-02, PNorm = 91.4112, GNorm = 0.2508, lr_0 = 9.1298e-04
Loss = 9.0543e-05, PNorm = 91.4144, GNorm = 0.0069, lr_0 = 9.1296e-04
Validation prc-auc = 0.020070
Epoch 1755
Validation prc-auc = 0.020380
Epoch 1756
Validation prc-auc = 0.020708
Epoch 1757
Validation prc-auc = 0.020932
Epoch 1758
Validation prc-auc = 0.021001
Epoch 1759
Loss = 1.4349e-03, PNorm = 91.4520, GNorm = 0.0973, lr_0 = 9.1275e-04
Validation prc-auc = 0.021090
Epoch 1760
Validation prc-auc = 0.021263
Epoch 1761
Validation prc-auc = 0.021009
Epoch 1762
Validation prc-auc = 0.020861
Epoch 1763
Validation prc-auc = 0.021163
Epoch 1764
Loss = 2.0103e-02, PNorm = 91.5575, GNorm = 0.5495, lr_0 = 9.1251e-04
Validation prc-auc = 0.021580
Epoch 1765
Validation prc-auc = 0.021813
Epoch 1766
Validation prc-auc = 0.021902
Epoch 1767
Validation prc-auc = 0.021882
Epoch 1768
Loss = 2.1936e-03, PNorm = 91.7263, GNorm = 0.1515, lr_0 = 9.1230e-04
Loss = 2.0859e-04, PNorm = 91.7350, GNorm = 0.0133, lr_0 = 9.1228e-04
Validation prc-auc = 0.021883
Epoch 1769
Validation prc-auc = 0.022092
Epoch 1770
Validation prc-auc = 0.022393
Epoch 1771
Validation prc-auc = 0.022839
Epoch 1772
Validation prc-auc = 0.023286
Epoch 1773
Loss = 1.0732e-02, PNorm = 91.8187, GNorm = 0.6689, lr_0 = 9.1206e-04
Loss = 7.9731e-04, PNorm = 91.8231, GNorm = 0.0249, lr_0 = 9.1204e-04
Validation prc-auc = 0.023416
Epoch 1774
Validation prc-auc = 0.022838
Epoch 1775
Validation prc-auc = 0.022359
Epoch 1776
Validation prc-auc = 0.021773
Epoch 1777
Validation prc-auc = 0.021486
Epoch 1778
Loss = 5.1432e-02, PNorm = 91.8786, GNorm = 1.3140, lr_0 = 9.1183e-04
Validation prc-auc = 0.021071
Epoch 1779
Validation prc-auc = 0.020891
Epoch 1780
Validation prc-auc = 0.020586
Epoch 1781
Validation prc-auc = 0.020263
Epoch 1782
Validation prc-auc = 0.020025
Epoch 1783
Loss = 9.8209e-02, PNorm = 91.9146, GNorm = 1.3721, lr_0 = 9.1159e-04
Validation prc-auc = 0.019360
Epoch 1784
Validation prc-auc = 0.019178
Epoch 1785
Validation prc-auc = 0.018812
Epoch 1786
Validation prc-auc = 0.018915
Epoch 1787
Loss = 4.6610e-02, PNorm = 92.0375, GNorm = 1.4840, lr_0 = 9.1138e-04
Loss = 1.0919e-03, PNorm = 92.0481, GNorm = 0.0832, lr_0 = 9.1136e-04
Validation prc-auc = 0.019345
Epoch 1788
Validation prc-auc = 0.019494
Epoch 1789
Validation prc-auc = 0.020214
Epoch 1790
Validation prc-auc = 0.023373
Epoch 1791
Validation prc-auc = 0.024769
Epoch 1792
Loss = 8.7199e-03, PNorm = 92.2001, GNorm = 0.2988, lr_0 = 9.1115e-04
Validation prc-auc = 0.024654
Epoch 1793
Validation prc-auc = 0.024814
Epoch 1794
Validation prc-auc = 0.024243
Epoch 1795
Validation prc-auc = 0.023687
Epoch 1796
Validation prc-auc = 0.023253
Epoch 1797
Loss = 3.1604e-03, PNorm = 92.3695, GNorm = 0.2006, lr_0 = 9.1091e-04
Validation prc-auc = 0.023251
Epoch 1798
Validation prc-auc = 0.023378
Epoch 1799
Validation prc-auc = 0.023606
Epoch 1800
Validation prc-auc = 0.023845
Epoch 1801
Loss = 3.6214e-02, PNorm = 92.4313, GNorm = 1.2250, lr_0 = 9.1070e-04
Loss = 1.4253e-04, PNorm = 92.4345, GNorm = 0.0073, lr_0 = 9.1068e-04
Validation prc-auc = 0.024171
Epoch 1802
Validation prc-auc = 0.024490
Epoch 1803
Validation prc-auc = 0.024744
Epoch 1804
Validation prc-auc = 0.025003
Epoch 1805
Validation prc-auc = 0.024913
Epoch 1806
Loss = 3.6141e-03, PNorm = 92.4687, GNorm = 0.0521, lr_0 = 9.1046e-04
Loss = 3.3960e-03, PNorm = 92.4711, GNorm = 0.1449, lr_0 = 9.1044e-04
Validation prc-auc = 0.024822
Epoch 1807
Validation prc-auc = 0.024876
Epoch 1808
Validation prc-auc = 0.024900
Epoch 1809
Validation prc-auc = 0.024832
Epoch 1810
Validation prc-auc = 0.024575
Epoch 1811
Loss = 3.1082e-03, PNorm = 92.5007, GNorm = 0.1229, lr_0 = 9.1023e-04
Validation prc-auc = 0.024378
Epoch 1812
Validation prc-auc = 0.024351
Epoch 1813
Validation prc-auc = 0.024167
Epoch 1814
Validation prc-auc = 0.024058
Epoch 1815
Validation prc-auc = 0.023928
Epoch 1816
Loss = 2.0775e-01, PNorm = 92.5447, GNorm = 2.5834, lr_0 = 9.0999e-04
Validation prc-auc = 0.024143
Epoch 1817
Validation prc-auc = 0.024106
Epoch 1818
Validation prc-auc = 0.024005
Epoch 1819
Validation prc-auc = 0.023504
Epoch 1820
Loss = 1.4735e-03, PNorm = 92.6017, GNorm = 0.0961, lr_0 = 9.0978e-04
Loss = 4.5463e-03, PNorm = 92.6063, GNorm = 0.2215, lr_0 = 9.0976e-04
Validation prc-auc = 0.023056
Epoch 1821
Validation prc-auc = 0.022727
Epoch 1822
Validation prc-auc = 0.023135
Epoch 1823
Validation prc-auc = 0.023608
Epoch 1824
Validation prc-auc = 0.023363
Epoch 1825
Loss = 3.4655e-01, PNorm = 92.7612, GNorm = 4.5492, lr_0 = 9.0955e-04
Validation prc-auc = 0.023058
Epoch 1826
Validation prc-auc = 0.022522
Epoch 1827
Validation prc-auc = 0.022549
Epoch 1828
Validation prc-auc = 0.022309
Epoch 1829
Validation prc-auc = 0.022321
Epoch 1830
Loss = 1.8116e-01, PNorm = 93.0123, GNorm = 1.8366, lr_0 = 9.0931e-04
Validation prc-auc = 0.022303
Epoch 1831
Validation prc-auc = 0.022516
Epoch 1832
Validation prc-auc = 0.023003
Epoch 1833
Validation prc-auc = 0.023222
Epoch 1834
Loss = 1.1208e-02, PNorm = 93.1357, GNorm = 0.0805, lr_0 = 9.0910e-04
Loss = 3.9375e-02, PNorm = 93.1475, GNorm = 1.4854, lr_0 = 9.0909e-04
Validation prc-auc = 0.023433
Epoch 1835
Validation prc-auc = 0.023971
Epoch 1836
Validation prc-auc = 0.024537
Epoch 1837
Validation prc-auc = 0.025158
Epoch 1838
Validation prc-auc = 0.025626
Epoch 1839
Loss = 7.0349e-03, PNorm = 93.2797, GNorm = 0.5621, lr_0 = 9.0886e-04
Loss = 3.6310e-04, PNorm = 93.2859, GNorm = 0.0176, lr_0 = 9.0884e-04
Validation prc-auc = 0.026047
Epoch 1840
Validation prc-auc = 0.026382
Epoch 1841
Validation prc-auc = 0.026215
Epoch 1842
Validation prc-auc = 0.025893
Epoch 1843
Validation prc-auc = 0.025856
Epoch 1844
Loss = 3.3779e-03, PNorm = 93.3426, GNorm = 0.0951, lr_0 = 9.0863e-04
Validation prc-auc = 0.025915
Epoch 1845
Validation prc-auc = 0.025958
Epoch 1846
Validation prc-auc = 0.025588
Epoch 1847
Validation prc-auc = 0.025696
Epoch 1848
Validation prc-auc = 0.025531
Epoch 1849
Loss = 1.9229e-01, PNorm = 93.4296, GNorm = 2.8306, lr_0 = 9.0839e-04
Validation prc-auc = 0.024993
Epoch 1850
Validation prc-auc = 0.024455
Epoch 1851
Validation prc-auc = 0.024016
Epoch 1852
Validation prc-auc = 0.023740
Epoch 1853
Loss = 1.8405e-02, PNorm = 93.5241, GNorm = 0.2831, lr_0 = 9.0818e-04
Loss = 9.0439e-03, PNorm = 93.5303, GNorm = 0.3145, lr_0 = 9.0817e-04
Validation prc-auc = 0.023189
Epoch 1854
Validation prc-auc = 0.022889
Epoch 1855
Validation prc-auc = 0.022784
Epoch 1856
Validation prc-auc = 0.022887
Epoch 1857
Validation prc-auc = 0.022733
Epoch 1858
Loss = 7.1549e-03, PNorm = 93.6044, GNorm = 0.1387, lr_0 = 9.0794e-04
Validation prc-auc = 0.022573
Epoch 1859
Validation prc-auc = 0.022557
Epoch 1860
Validation prc-auc = 0.021545
Epoch 1861
Validation prc-auc = 0.020744
Epoch 1862
Validation prc-auc = 0.020334
Epoch 1863
Loss = 5.9448e-02, PNorm = 93.6742, GNorm = 1.5544, lr_0 = 9.0772e-04
Validation prc-auc = 0.020082
Epoch 1864
Validation prc-auc = 0.020638
Epoch 1865
Validation prc-auc = 0.021260
Epoch 1866
Validation prc-auc = 0.022149
Epoch 1867
Loss = 5.5377e-03, PNorm = 93.7765, GNorm = 0.3382, lr_0 = 9.0751e-04
Loss = 2.4598e-04, PNorm = 93.7873, GNorm = 0.0160, lr_0 = 9.0749e-04
Validation prc-auc = 0.022789
Epoch 1868
Validation prc-auc = 0.023330
Epoch 1869
Validation prc-auc = 0.023613
Epoch 1870
Validation prc-auc = 0.023901
Epoch 1871
Validation prc-auc = 0.024137
Epoch 1872
Loss = 5.2459e-02, PNorm = 93.9003, GNorm = 0.7588, lr_0 = 9.0727e-04
Loss = 5.5153e-03, PNorm = 93.9067, GNorm = 0.1914, lr_0 = 9.0725e-04
Validation prc-auc = 0.024177
Epoch 1873
Validation prc-auc = 0.024285
Epoch 1874
Validation prc-auc = 0.024513
Epoch 1875
Validation prc-auc = 0.024652
Epoch 1876
Validation prc-auc = 0.025565
Epoch 1877
Loss = 5.5150e-03, PNorm = 93.9757, GNorm = 0.1278, lr_0 = 9.0704e-04
Validation prc-auc = 0.026246
Epoch 1878
Validation prc-auc = 0.025763
Epoch 1879
Validation prc-auc = 0.025463
Epoch 1880
Validation prc-auc = 0.025140
Epoch 1881
Validation prc-auc = 0.025187
Epoch 1882
Loss = 4.2458e-03, PNorm = 94.0262, GNorm = 0.1627, lr_0 = 9.0680e-04
Validation prc-auc = 0.025087
Epoch 1883
Validation prc-auc = 0.024940
Epoch 1884
Validation prc-auc = 0.025187
Epoch 1885
Validation prc-auc = 0.025758
Epoch 1886
Loss = 1.2569e-02, PNorm = 94.0544, GNorm = 0.5967, lr_0 = 9.0659e-04
Loss = 7.2478e-04, PNorm = 94.0559, GNorm = 0.0294, lr_0 = 9.0657e-04
Validation prc-auc = 0.025821
Epoch 1887
Validation prc-auc = 0.025856
Epoch 1888
Validation prc-auc = 0.025919
Epoch 1889
Validation prc-auc = 0.026143
Epoch 1890
Validation prc-auc = 0.026264
Epoch 1891
Loss = 3.0319e-03, PNorm = 94.0706, GNorm = 0.2684, lr_0 = 9.0635e-04
Validation prc-auc = 0.026440
Epoch 1892
Validation prc-auc = 0.026388
Epoch 1893
Validation prc-auc = 0.026482
Epoch 1894
Validation prc-auc = 0.026461
Epoch 1895
Validation prc-auc = 0.026477
Epoch 1896
Loss = 1.2370e-03, PNorm = 94.0783, GNorm = 0.0244, lr_0 = 9.0612e-04
Validation prc-auc = 0.026482
Epoch 1897
Validation prc-auc = 0.026413
Epoch 1898
Validation prc-auc = 0.026157
Epoch 1899
Validation prc-auc = 0.026104
Epoch 1900
Loss = 4.3354e-03, PNorm = 94.0879, GNorm = 0.1251, lr_0 = 9.0592e-04
Loss = 2.6561e-03, PNorm = 94.0886, GNorm = 0.1720, lr_0 = 9.0590e-04
Validation prc-auc = 0.025935
Epoch 1901
Validation prc-auc = 0.025905
Epoch 1902
Validation prc-auc = 0.025960
Epoch 1903
Validation prc-auc = 0.025933
Epoch 1904
Validation prc-auc = 0.026253
Epoch 1905
Loss = 1.6698e-03, PNorm = 94.1256, GNorm = 0.1711, lr_0 = 9.0567e-04
Loss = 1.1762e-04, PNorm = 94.1311, GNorm = 0.0065, lr_0 = 9.0566e-04
Validation prc-auc = 0.026632
Epoch 1906
Validation prc-auc = 0.026416
Epoch 1907
Validation prc-auc = 0.026482
Epoch 1908
Validation prc-auc = 0.026080
Epoch 1909
Validation prc-auc = 0.026146
Epoch 1910
Loss = 2.5953e-02, PNorm = 94.2034, GNorm = 1.1457, lr_0 = 9.0545e-04
Validation prc-auc = 0.025738
Epoch 1911
Validation prc-auc = 0.025490
Epoch 1912
Validation prc-auc = 0.025178
Epoch 1913
Validation prc-auc = 0.024562
Epoch 1914
Validation prc-auc = 0.023990
Epoch 1915
Loss = 6.8025e-02, PNorm = 94.2644, GNorm = 1.2985, lr_0 = 9.0521e-04
Validation prc-auc = 0.023620
Epoch 1916
Validation prc-auc = 0.023127
Epoch 1917
Validation prc-auc = 0.022263
Epoch 1918
Validation prc-auc = 0.021820
Epoch 1919
Loss = 3.5419e-02, PNorm = 94.3272, GNorm = 0.2534, lr_0 = 9.0500e-04
Loss = 1.0061e-03, PNorm = 94.3392, GNorm = 0.0607, lr_0 = 9.0498e-04
Validation prc-auc = 0.022412
Epoch 1920
Validation prc-auc = 0.022500
Epoch 1921
Validation prc-auc = 0.022307
Epoch 1922
Validation prc-auc = 0.022186
Epoch 1923
Validation prc-auc = 0.022047
Epoch 1924
Loss = 1.4206e-02, PNorm = 94.4884, GNorm = 0.7442, lr_0 = 9.0476e-04
Validation prc-auc = 0.021753
Epoch 1925
Validation prc-auc = 0.021576
Epoch 1926
Validation prc-auc = 0.021516
Epoch 1927
Validation prc-auc = 0.021707
Epoch 1928
Validation prc-auc = 0.021828
Epoch 1929
Loss = 3.6220e-02, PNorm = 94.5748, GNorm = 0.7917, lr_0 = 9.0454e-04
Validation prc-auc = 0.021910
Epoch 1930
Validation prc-auc = 0.022014
Epoch 1931
Validation prc-auc = 0.022029
Epoch 1932
Validation prc-auc = 0.021972
Epoch 1933
Loss = 4.5000e-02, PNorm = 94.6248, GNorm = 0.3755, lr_0 = 9.0431e-04
Validation prc-auc = 0.021750
Epoch 1934
Validation prc-auc = 0.021331
Epoch 1935
Validation prc-auc = 0.021355
Epoch 1936
Validation prc-auc = 0.021577
Epoch 1937
Validation prc-auc = 0.021612
Epoch 1938
Loss = 1.9649e-02, PNorm = 94.6900, GNorm = 0.1192, lr_0 = 9.0409e-04
Loss = 4.9289e-04, PNorm = 94.6939, GNorm = 0.0215, lr_0 = 9.0407e-04
Validation prc-auc = 0.021591
Epoch 1939
Validation prc-auc = 0.021530
Epoch 1940
Validation prc-auc = 0.021562
Epoch 1941
Validation prc-auc = 0.021459
Epoch 1942
Validation prc-auc = 0.021441
Epoch 1943
Loss = 7.8540e-04, PNorm = 94.7244, GNorm = 0.0199, lr_0 = 9.0386e-04
Validation prc-auc = 0.021450
Epoch 1944
Validation prc-auc = 0.021451
Epoch 1945
Validation prc-auc = 0.021484
Epoch 1946
Validation prc-auc = 0.021507
Epoch 1947
Validation prc-auc = 0.021704
Epoch 1948
Loss = 2.2157e-03, PNorm = 94.7438, GNorm = 0.0544, lr_0 = 9.0362e-04
Validation prc-auc = 0.022822
Epoch 1949
Validation prc-auc = 0.023607
Epoch 1950
Validation prc-auc = 0.023999
Epoch 1951
Validation prc-auc = 0.024170
Epoch 1952
Loss = 1.5252e-02, PNorm = 94.7667, GNorm = 0.1262, lr_0 = 9.0341e-04
Loss = 1.3298e-03, PNorm = 94.7682, GNorm = 0.0447, lr_0 = 9.0340e-04
Validation prc-auc = 0.024596
Epoch 1953
Validation prc-auc = 0.024951
Epoch 1954
Validation prc-auc = 0.025197
Epoch 1955
Validation prc-auc = 0.025389
Epoch 1956
Validation prc-auc = 0.025516
Epoch 1957
Loss = 1.7357e-02, PNorm = 94.7953, GNorm = 1.2055, lr_0 = 9.0317e-04
Loss = 4.9245e-04, PNorm = 94.7972, GNorm = 0.0221, lr_0 = 9.0316e-04
Validation prc-auc = 0.025567
Epoch 1958
Validation prc-auc = 0.025558
Epoch 1959
Validation prc-auc = 0.025551
Epoch 1960
Validation prc-auc = 0.025621
Epoch 1961
Validation prc-auc = 0.025595
Epoch 1962
Loss = 9.9463e-03, PNorm = 94.8243, GNorm = 0.3122, lr_0 = 9.0295e-04
Validation prc-auc = 0.025621
Epoch 1963
Validation prc-auc = 0.025702
Epoch 1964
Validation prc-auc = 0.025806
Epoch 1965
Validation prc-auc = 0.025847
Epoch 1966
Loss = 2.4702e-03, PNorm = 94.8448, GNorm = 0.0262, lr_0 = 9.0273e-04
Validation prc-auc = 0.025887
Epoch 1967
Validation prc-auc = 0.025884
Epoch 1968
Validation prc-auc = 0.025866
Epoch 1969
Validation prc-auc = 0.025675
Epoch 1970
Validation prc-auc = 0.025656
Epoch 1971
Loss = 5.3316e-02, PNorm = 94.8580, GNorm = 1.2278, lr_0 = 9.0250e-04
Loss = 3.6575e-05, PNorm = 94.8590, GNorm = 0.0020, lr_0 = 9.0249e-04
Validation prc-auc = 0.025687
Epoch 1972
Validation prc-auc = 0.025582
Epoch 1973
Validation prc-auc = 0.025223
Epoch 1974
Validation prc-auc = 0.025035
Epoch 1975
Validation prc-auc = 0.024823
Epoch 1976
Loss = 1.6698e-02, PNorm = 94.8769, GNorm = 0.5941, lr_0 = 9.0228e-04
Validation prc-auc = 0.024751
Epoch 1977
Validation prc-auc = 0.024717
Epoch 1978
Validation prc-auc = 0.024626
Epoch 1979
Validation prc-auc = 0.024603
Epoch 1980
Validation prc-auc = 0.024567
Epoch 1981
Loss = 6.0917e-04, PNorm = 94.8951, GNorm = 0.0241, lr_0 = 9.0204e-04
Validation prc-auc = 0.024552
Epoch 1982
Validation prc-auc = 0.024532
Epoch 1983
Validation prc-auc = 0.024525
Epoch 1984
Validation prc-auc = 0.024456
Epoch 1985
Loss = 1.0354e-03, PNorm = 94.9041, GNorm = 0.0640, lr_0 = 9.0183e-04
Loss = 1.0848e-05, PNorm = 94.9047, GNorm = 0.0005, lr_0 = 9.0181e-04
Validation prc-auc = 0.024487
Epoch 1986
Validation prc-auc = 0.024495
Epoch 1987
Validation prc-auc = 0.024514
Epoch 1988
Validation prc-auc = 0.024523
Epoch 1989
Validation prc-auc = 0.024575
Epoch 1990
Loss = 5.4527e-04, PNorm = 94.9113, GNorm = 0.0082, lr_0 = 9.0159e-04
Loss = 5.7589e-04, PNorm = 94.9116, GNorm = 0.0189, lr_0 = 9.0157e-04
Validation prc-auc = 0.024552
Epoch 1991
Validation prc-auc = 0.024555
Epoch 1992
Validation prc-auc = 0.024448
Epoch 1993
Validation prc-auc = 0.024253
Epoch 1994
Validation prc-auc = 0.024150
Epoch 1995
Loss = 1.1204e-03, PNorm = 94.9154, GNorm = 0.0276, lr_0 = 9.0137e-04
Validation prc-auc = 0.024040
Epoch 1996
Validation prc-auc = 0.023979
Epoch 1997
Validation prc-auc = 0.023882
Epoch 1998
Validation prc-auc = 0.023751
Epoch 1999
Loss = 1.3747e-02, PNorm = 94.9307, GNorm = 1.2883, lr_0 = 9.0114e-04
Validation prc-auc = 0.023581
Model 0 best validation prc-auc = 0.043903 on epoch 202
Loading pretrained parameter "encoder.encoder.0.cached_zero_vector".
Loading pretrained parameter "encoder.encoder.0.W_i.weight".
Loading pretrained parameter "encoder.encoder.0.W_h.weight".
Loading pretrained parameter "encoder.encoder.0.W_o.weight".
Loading pretrained parameter "encoder.encoder.0.W_o.bias".
Loading pretrained parameter "ffn.1.weight".
Loading pretrained parameter "ffn.1.bias".
Moving model to cuda
Model 0 test prc-auc = 0.043787
Ensemble test prc-auc = 0.043787
Fold 2
Splitting data with seed 2
Class sizes
sars_cov_two_active 0: 98.39%, 1: 1.61%
Total size = 3,294 | train size = 3,294 | val size = 1,096 | test size = 1,086
With class_balance, effective train size = 106
Building model 0
MoleculeModel(
  (sigmoid): Sigmoid()
  (encoder): MPN(
    (encoder): ModuleList(
      (0): MPNEncoder(
        (dropout_layer): Dropout(p=0.35000000000000003, inplace=False)
        (act_func): ReLU()
        (W_i): Linear(in_features=147, out_features=1100, bias=False)
        (W_h): Linear(in_features=1100, out_features=1100, bias=False)
        (W_o): Linear(in_features=1233, out_features=1100, bias=True)
      )
    )
  )
  (ffn): Sequential(
    (0): Dropout(p=0.35000000000000003, inplace=False)
    (1): Linear(in_features=1328, out_features=1, bias=True)
  )
)
Number of parameters = 2,730,429
Moving model to cuda
Epoch 0
Validation prc-auc = 0.011508
Epoch 1
Validation prc-auc = 0.011217
Epoch 2
Validation prc-auc = 0.012329
Epoch 3
Validation prc-auc = 0.012653
Epoch 4
Loss = 7.4184e-01, PNorm = 50.2352, GNorm = 2.1644, lr_0 = 2.0385e-04
Loss = 6.7656e-01, PNorm = 50.2360, GNorm = 4.8613, lr_0 = 2.1077e-04
Validation prc-auc = 0.012519
Epoch 5
Validation prc-auc = 0.013122
Epoch 6
Validation prc-auc = 0.013017
Epoch 7
Validation prc-auc = 0.014148
Epoch 8
Validation prc-auc = 0.013780
Epoch 9
Loss = 6.8498e-01, PNorm = 50.2494, GNorm = 1.6404, lr_0 = 3.0077e-04
Validation prc-auc = 0.012730
Epoch 10
Validation prc-auc = 0.014373
Epoch 11
Validation prc-auc = 0.015592
Epoch 12
Validation prc-auc = 0.014152
Epoch 13
Validation prc-auc = 0.014721
Epoch 14
Loss = 7.7542e-01, PNorm = 50.2716, GNorm = 1.6550, lr_0 = 4.0462e-04
Validation prc-auc = 0.016481
Epoch 15
Validation prc-auc = 0.018080
Epoch 16
Validation prc-auc = 0.018947
Epoch 17
Validation prc-auc = 0.020702
Epoch 18
Loss = 7.1073e-01, PNorm = 50.2989, GNorm = 1.4323, lr_0 = 4.9462e-04
Loss = 8.4392e-01, PNorm = 50.3012, GNorm = 4.8532, lr_0 = 5.0154e-04
Validation prc-auc = 0.021536
Epoch 19
Validation prc-auc = 0.018494
Epoch 20
Validation prc-auc = 0.019805
Epoch 21
Validation prc-auc = 0.022244
Epoch 22
Validation prc-auc = 0.022582
Epoch 23
Loss = 6.9726e-01, PNorm = 50.3382, GNorm = 1.1635, lr_0 = 5.9846e-04
Loss = 6.6715e-01, PNorm = 50.3413, GNorm = 3.8319, lr_0 = 6.0538e-04
Validation prc-auc = 0.022448
Epoch 24
Validation prc-auc = 0.023108
Epoch 25
Validation prc-auc = 0.023959
Epoch 26
Validation prc-auc = 0.024070
Epoch 27
Validation prc-auc = 0.023518
Epoch 28
Loss = 6.9587e-01, PNorm = 50.3820, GNorm = 1.3539, lr_0 = 6.9538e-04
Validation prc-auc = 0.023679
Epoch 29
Validation prc-auc = 0.025293
Epoch 30
Validation prc-auc = 0.027028
Epoch 31
Validation prc-auc = 0.026414
Epoch 32
Validation prc-auc = 0.027611
Epoch 33
Loss = 6.6659e-01, PNorm = 50.4380, GNorm = 1.0629, lr_0 = 7.9923e-04
Validation prc-auc = 0.027263
Epoch 34
Validation prc-auc = 0.025294
Epoch 35
Validation prc-auc = 0.025652
Epoch 36
Validation prc-auc = 0.026094
Epoch 37
Loss = 6.9086e-01, PNorm = 50.4964, GNorm = 1.7152, lr_0 = 8.8923e-04
Loss = 6.1106e-01, PNorm = 50.5018, GNorm = 2.8820, lr_0 = 8.9615e-04
Validation prc-auc = 0.024662
Epoch 38
Validation prc-auc = 0.023635
Epoch 39
Validation prc-auc = 0.023123
Epoch 40
Validation prc-auc = 0.022651
Epoch 41
Validation prc-auc = 0.022361
Epoch 42
Loss = 7.1349e-01, PNorm = 50.5736, GNorm = 1.1772, lr_0 = 9.8615e-04
Validation prc-auc = 0.022006
Epoch 43
Validation prc-auc = 0.022831
Epoch 44
Validation prc-auc = 0.021984
Epoch 45
Validation prc-auc = 0.019373
Epoch 46
Validation prc-auc = 0.017983
Epoch 47
Loss = 6.4737e-01, PNorm = 50.6747, GNorm = 1.3464, lr_0 = 9.9977e-04
Validation prc-auc = 0.018472
Epoch 48
Validation prc-auc = 0.018525
Epoch 49
Validation prc-auc = 0.018518
Epoch 50
Validation prc-auc = 0.018668
Epoch 51
Loss = 6.5645e-01, PNorm = 50.7767, GNorm = 0.9187, lr_0 = 9.9954e-04
Loss = 6.7972e-01, PNorm = 50.7833, GNorm = 3.1445, lr_0 = 9.9952e-04
Validation prc-auc = 0.018666
Epoch 52
Validation prc-auc = 0.018587
Epoch 53
Validation prc-auc = 0.018550
Epoch 54
Validation prc-auc = 0.019205
Epoch 55
Validation prc-auc = 0.019459
Epoch 56
Loss = 6.4142e-01, PNorm = 50.8629, GNorm = 0.9473, lr_0 = 9.9927e-04
Loss = 6.4343e-01, PNorm = 50.8676, GNorm = 2.2620, lr_0 = 9.9926e-04
Validation prc-auc = 0.019340
Epoch 57
Validation prc-auc = 0.019251
Epoch 58
Validation prc-auc = 0.019676
Epoch 59
Validation prc-auc = 0.020423
Epoch 60
Validation prc-auc = 0.021215
Epoch 61
Loss = 5.8370e-01, PNorm = 50.9249, GNorm = 1.0559, lr_0 = 9.9903e-04
Validation prc-auc = 0.021768
Epoch 62
Validation prc-auc = 0.022540
Epoch 63
Validation prc-auc = 0.022466
Epoch 64
Validation prc-auc = 0.021055
Epoch 65
Validation prc-auc = 0.019994
Epoch 66
Loss = 6.4719e-01, PNorm = 50.9996, GNorm = 1.6045, lr_0 = 9.9876e-04
Validation prc-auc = 0.019383
Epoch 67
Validation prc-auc = 0.019724
Epoch 68
Validation prc-auc = 0.020303
Epoch 69
Validation prc-auc = 0.020490
Epoch 70
Loss = 6.1964e-01, PNorm = 51.0747, GNorm = 1.2110, lr_0 = 9.9853e-04
Loss = 5.4145e-01, PNorm = 51.0803, GNorm = 2.9242, lr_0 = 9.9851e-04
Validation prc-auc = 0.020620
Epoch 71
Validation prc-auc = 0.020794
Epoch 72
Validation prc-auc = 0.020649
Epoch 73
Validation prc-auc = 0.021099
Epoch 74
Validation prc-auc = 0.021435
Epoch 75
Loss = 6.3257e-01, PNorm = 51.1548, GNorm = 1.0328, lr_0 = 9.9828e-04
Validation prc-auc = 0.021915
Epoch 76
Validation prc-auc = 0.022331
Epoch 77
Validation prc-auc = 0.022498
Epoch 78
Validation prc-auc = 0.022677
Epoch 79
Validation prc-auc = 0.022507
Epoch 80
Loss = 5.8862e-01, PNorm = 51.2415, GNorm = 0.9315, lr_0 = 9.9802e-04
Validation prc-auc = 0.022862
Epoch 81
Validation prc-auc = 0.022253
Epoch 82
Validation prc-auc = 0.021902
Epoch 83
Validation prc-auc = 0.022048
Epoch 84
Loss = 6.1099e-01, PNorm = 51.3295, GNorm = 1.0167, lr_0 = 9.9779e-04
Loss = 5.3449e-01, PNorm = 51.3359, GNorm = 2.4815, lr_0 = 9.9777e-04
Validation prc-auc = 0.022392
Epoch 85
Validation prc-auc = 0.022028
Epoch 86
Validation prc-auc = 0.021511
Epoch 87
Validation prc-auc = 0.021185
Epoch 88
Validation prc-auc = 0.020231
Epoch 89
Loss = 5.9177e-01, PNorm = 51.4231, GNorm = 1.0690, lr_0 = 9.9752e-04
Loss = 5.7623e-01, PNorm = 51.4297, GNorm = 2.2354, lr_0 = 9.9750e-04
Validation prc-auc = 0.020681
Epoch 90
Validation prc-auc = 0.021531
Epoch 91
Validation prc-auc = 0.021831
Epoch 92
Validation prc-auc = 0.021929
Epoch 93
Validation prc-auc = 0.022641
Epoch 94
Loss = 4.8507e-01, PNorm = 51.5444, GNorm = 0.8332, lr_0 = 9.9727e-04
Validation prc-auc = 0.023085
Epoch 95
Validation prc-auc = 0.021049
Epoch 96
Validation prc-auc = 0.020263
Epoch 97
Validation prc-auc = 0.020313
Epoch 98
Validation prc-auc = 0.019476
Epoch 99
Loss = 5.3368e-01, PNorm = 51.6830, GNorm = 1.0264, lr_0 = 9.9701e-04
Validation prc-auc = 0.018835
Epoch 100
Validation prc-auc = 0.018844
Epoch 101
Validation prc-auc = 0.019225
Epoch 102
Validation prc-auc = 0.019866
Epoch 103
Loss = 6.1693e-01, PNorm = 51.8228, GNorm = 0.9160, lr_0 = 9.9678e-04
Loss = 4.7587e-01, PNorm = 51.8322, GNorm = 2.1098, lr_0 = 9.9676e-04
Validation prc-auc = 0.020320
Epoch 104
Validation prc-auc = 0.020608
Epoch 105
Validation prc-auc = 0.021028
Epoch 106
Validation prc-auc = 0.020667
Epoch 107
Validation prc-auc = 0.022344
Epoch 108
Loss = 6.0521e-01, PNorm = 51.9809, GNorm = 1.9015, lr_0 = 9.9651e-04
Validation prc-auc = 0.021182
Epoch 109
Validation prc-auc = 0.018961
Epoch 110
Validation prc-auc = 0.019650
Epoch 111
Validation prc-auc = 0.020552
Epoch 112
Validation prc-auc = 0.020267
Epoch 113
Loss = 4.8017e-01, PNorm = 52.1604, GNorm = 0.7903, lr_0 = 9.9627e-04
Validation prc-auc = 0.021190
Epoch 114
Validation prc-auc = 0.021911
Epoch 115
Validation prc-auc = 0.022462
Epoch 116
Validation prc-auc = 0.019919
Epoch 117
Loss = 5.1701e-01, PNorm = 52.3108, GNorm = 1.2619, lr_0 = 9.9604e-04
Loss = 8.9994e-01, PNorm = 52.3221, GNorm = 4.5900, lr_0 = 9.9602e-04
Validation prc-auc = 0.018637
Epoch 118
Validation prc-auc = 0.017985
Epoch 119
Validation prc-auc = 0.019282
Epoch 120
Validation prc-auc = 0.020233
Epoch 121
Validation prc-auc = 0.020344
Epoch 122
Loss = 5.0902e-01, PNorm = 52.5102, GNorm = 1.8903, lr_0 = 9.9577e-04
Loss = 1.6811e-01, PNorm = 52.5244, GNorm = 1.7704, lr_0 = 9.9575e-04
Validation prc-auc = 0.019677
Epoch 123
Validation prc-auc = 0.019081
Epoch 124
Validation prc-auc = 0.020802
Epoch 125
Validation prc-auc = 0.018549
Epoch 126
Validation prc-auc = 0.015775
Epoch 127
Loss = 5.8617e-01, PNorm = 52.7038, GNorm = 1.4066, lr_0 = 9.9552e-04
Validation prc-auc = 0.018308
Epoch 128
Validation prc-auc = 0.022982
Epoch 129
Validation prc-auc = 0.022637
Epoch 130
Validation prc-auc = 0.021956
Epoch 131
Validation prc-auc = 0.023683
Epoch 132
Loss = 5.6451e-01, PNorm = 52.9453, GNorm = 1.1490, lr_0 = 9.9526e-04
Validation prc-auc = 0.025535
Epoch 133
Validation prc-auc = 0.024658
Epoch 134
Validation prc-auc = 0.023710
Epoch 135
Validation prc-auc = 0.024438
Epoch 136
Loss = 5.3674e-01, PNorm = 53.1386, GNorm = 1.0024, lr_0 = 9.9503e-04
Loss = 7.2030e-01, PNorm = 53.1535, GNorm = 3.1985, lr_0 = 9.9501e-04
Validation prc-auc = 0.024559
Epoch 137
Validation prc-auc = 0.021201
Epoch 138
Validation prc-auc = 0.017939
Epoch 139
Validation prc-auc = 0.018438
Epoch 140
Validation prc-auc = 0.020327
Epoch 141
Loss = 4.6652e-01, PNorm = 53.3573, GNorm = 1.1155, lr_0 = 9.9477e-04
Validation prc-auc = 0.020640
Epoch 142
Validation prc-auc = 0.020475
Epoch 143
Validation prc-auc = 0.020875
Epoch 144
Validation prc-auc = 0.023486
Epoch 145
Validation prc-auc = 0.022798
Epoch 146
Loss = 4.2084e-01, PNorm = 53.5423, GNorm = 1.1992, lr_0 = 9.9452e-04
Validation prc-auc = 0.021843
Epoch 147
Validation prc-auc = 0.024248
Epoch 148
Validation prc-auc = 0.025082
Epoch 149
Validation prc-auc = 0.024508
Epoch 150
Loss = 4.1109e-01, PNorm = 53.7558, GNorm = 0.9092, lr_0 = 9.9429e-04
Loss = 1.0542e-01, PNorm = 53.7736, GNorm = 1.1350, lr_0 = 9.9427e-04
Validation prc-auc = 0.037756
Epoch 151
Validation prc-auc = 0.043370
Epoch 152
Validation prc-auc = 0.041285
Epoch 153
Validation prc-auc = 0.032823
Epoch 154
Validation prc-auc = 0.026712
Epoch 155
Loss = 4.5040e-01, PNorm = 54.0418, GNorm = 1.0583, lr_0 = 9.9403e-04
Loss = 4.9688e-01, PNorm = 54.0644, GNorm = 2.7472, lr_0 = 9.9401e-04
Validation prc-auc = 0.023711
Epoch 156
Validation prc-auc = 0.023165
Epoch 157
Validation prc-auc = 0.022874
Epoch 158
Validation prc-auc = 0.023869
Epoch 159
Validation prc-auc = 0.022970
Epoch 160
Loss = 3.6290e-01, PNorm = 54.3523, GNorm = 1.1216, lr_0 = 9.9378e-04
Validation prc-auc = 0.021701
Epoch 161
Validation prc-auc = 0.021438
Epoch 162
Validation prc-auc = 0.019382
Epoch 163
Validation prc-auc = 0.021839
Epoch 164
Validation prc-auc = 0.022320
Epoch 165
Loss = 3.4811e-01, PNorm = 54.6348, GNorm = 0.8927, lr_0 = 9.9351e-04
Validation prc-auc = 0.025488
Epoch 166
Validation prc-auc = 0.027509
Epoch 167
Validation prc-auc = 0.033377
Epoch 168
Validation prc-auc = 0.030712
Epoch 169
Loss = 3.1902e-01, PNorm = 54.9274, GNorm = 0.7696, lr_0 = 9.9329e-04
Loss = 1.3705e-01, PNorm = 54.9514, GNorm = 1.9314, lr_0 = 9.9327e-04
Validation prc-auc = 0.024315
Epoch 170
Validation prc-auc = 0.024537
Epoch 171
Validation prc-auc = 0.024943
Epoch 172
Validation prc-auc = 0.022889
Epoch 173
Validation prc-auc = 0.021423
Epoch 174
Loss = 3.7685e-01, PNorm = 55.2952, GNorm = 1.6926, lr_0 = 9.9302e-04
Validation prc-auc = 0.027017
Epoch 175
Validation prc-auc = 0.024843
Epoch 176
Validation prc-auc = 0.021311
Epoch 177
Validation prc-auc = 0.020077
Epoch 178
Validation prc-auc = 0.021280
Epoch 179
Loss = 3.1332e-01, PNorm = 55.6010, GNorm = 1.1321, lr_0 = 9.9277e-04
Validation prc-auc = 0.022492
Epoch 180
Validation prc-auc = 0.022968
Epoch 181
Validation prc-auc = 0.023063
Epoch 182
Validation prc-auc = 0.024248
Epoch 183
Loss = 2.4036e-01, PNorm = 55.8869, GNorm = 3.6857, lr_0 = 9.9253e-04
Validation prc-auc = 0.025574
Epoch 184
Validation prc-auc = 0.022545
Epoch 185
Validation prc-auc = 0.021202
Epoch 186
Validation prc-auc = 0.021842
Epoch 187
Validation prc-auc = 0.024504
Epoch 188
Loss = 2.3830e-01, PNorm = 56.2280, GNorm = 1.2506, lr_0 = 9.9228e-04
Loss = 1.5521e-01, PNorm = 56.2509, GNorm = 1.9035, lr_0 = 9.9226e-04
Validation prc-auc = 0.026207
Epoch 189
Validation prc-auc = 0.023821
Epoch 190
Validation prc-auc = 0.025036
Epoch 191
Validation prc-auc = 0.022899
Epoch 192
Validation prc-auc = 0.021965
Epoch 193
Loss = 2.3663e-01, PNorm = 56.5494, GNorm = 1.2196, lr_0 = 9.9204e-04
Validation prc-auc = 0.024743
Epoch 194
Validation prc-auc = 0.030868
Epoch 195
Validation prc-auc = 0.029214
Epoch 196
Validation prc-auc = 0.028744
Epoch 197
Validation prc-auc = 0.027980
Epoch 198
Loss = 2.3850e-01, PNorm = 56.8583, GNorm = 0.9931, lr_0 = 9.9177e-04
Validation prc-auc = 0.025047
Epoch 199
Validation prc-auc = 0.023474
Epoch 200
Validation prc-auc = 0.023186
Epoch 201
Validation prc-auc = 0.025737
Epoch 202
Loss = 1.8408e-01, PNorm = 57.1219, GNorm = 1.9617, lr_0 = 9.9154e-04
Loss = 6.6744e-02, PNorm = 57.1407, GNorm = 1.4846, lr_0 = 9.9153e-04
Validation prc-auc = 0.026643
Epoch 203
Validation prc-auc = 0.028605
Epoch 204
Validation prc-auc = 0.031200
Epoch 205
Validation prc-auc = 0.026743
Epoch 206
Validation prc-auc = 0.026263
Epoch 207
Loss = 1.8436e-01, PNorm = 57.3770, GNorm = 1.0432, lr_0 = 9.9128e-04
Loss = 2.8732e-01, PNorm = 57.3938, GNorm = 4.0359, lr_0 = 9.9126e-04
Validation prc-auc = 0.024789
Epoch 208
Validation prc-auc = 0.028148
Epoch 209
Validation prc-auc = 0.024956
Epoch 210
Validation prc-auc = 0.030990
Epoch 211
Validation prc-auc = 0.028912
Epoch 212
Loss = 1.3469e-01, PNorm = 57.6430, GNorm = 0.9009, lr_0 = 9.9103e-04
Validation prc-auc = 0.031752
Epoch 213
Validation prc-auc = 0.030640
Epoch 214
Validation prc-auc = 0.033749
Epoch 215
Validation prc-auc = 0.039966
Epoch 216
Loss = 1.7762e-01, PNorm = 57.8615, GNorm = 8.0321, lr_0 = 9.9079e-04
Validation prc-auc = 0.031975
Epoch 217
Validation prc-auc = 0.022686
Epoch 218
Validation prc-auc = 0.022644
Epoch 219
Validation prc-auc = 0.025773
Epoch 220
Validation prc-auc = 0.026245
Epoch 221
Loss = 2.6387e-01, PNorm = 58.1702, GNorm = 2.4812, lr_0 = 9.9054e-04
Loss = 4.1284e-01, PNorm = 58.1992, GNorm = 4.9254, lr_0 = 9.9052e-04
Validation prc-auc = 0.029342
Epoch 222
Validation prc-auc = 0.028990
Epoch 223
Validation prc-auc = 0.025248
Epoch 224
Validation prc-auc = 0.024692
Epoch 225
Validation prc-auc = 0.024407
Epoch 226
Loss = 2.2506e-01, PNorm = 58.5028, GNorm = 2.3040, lr_0 = 9.9030e-04
Validation prc-auc = 0.025371
Epoch 227
Validation prc-auc = 0.024816
Epoch 228
Validation prc-auc = 0.024907
Epoch 229
Validation prc-auc = 0.028768
Epoch 230
Validation prc-auc = 0.025849
Epoch 231
Loss = 1.3489e-01, PNorm = 58.8007, GNorm = 1.6941, lr_0 = 9.9003e-04
Validation prc-auc = 0.025409
Epoch 232
Validation prc-auc = 0.024519
Epoch 233
Validation prc-auc = 0.024359
Epoch 234
Validation prc-auc = 0.024423
Epoch 235
Loss = 1.7355e-01, PNorm = 59.0358, GNorm = 1.3789, lr_0 = 9.8980e-04
Loss = 1.5737e-01, PNorm = 59.0505, GNorm = 4.4470, lr_0 = 9.8979e-04
Validation prc-auc = 0.024331
Epoch 236
Validation prc-auc = 0.023483
Epoch 237
Validation prc-auc = 0.022905
Epoch 238
Validation prc-auc = 0.025029
Epoch 239
Validation prc-auc = 0.026211
Epoch 240
Loss = 1.9795e-01, PNorm = 59.2973, GNorm = 1.8092, lr_0 = 9.8954e-04
Loss = 6.5515e-01, PNorm = 59.3162, GNorm = 8.0639, lr_0 = 9.8952e-04
Validation prc-auc = 0.029730
Epoch 241
Validation prc-auc = 0.032694
Epoch 242
Validation prc-auc = 0.035154
Epoch 243
Validation prc-auc = 0.034637
Epoch 244
Validation prc-auc = 0.035745
Epoch 245
Loss = 1.8322e-01, PNorm = 59.6582, GNorm = 1.2308, lr_0 = 9.8930e-04
Validation prc-auc = 0.032367
Epoch 246
Validation prc-auc = 0.032454
Epoch 247
Validation prc-auc = 0.034039
Epoch 248
Validation prc-auc = 0.033734
Epoch 249
Loss = 1.0597e-01, PNorm = 60.0309, GNorm = 1.2943, lr_0 = 9.8905e-04
Validation prc-auc = 0.032477
Epoch 250
Validation prc-auc = 0.024120
Epoch 251
Validation prc-auc = 0.024990
Epoch 252
Validation prc-auc = 0.029235
Epoch 253
Validation prc-auc = 0.028366
Epoch 254
Loss = 1.0638e-01, PNorm = 60.2674, GNorm = 1.3354, lr_0 = 9.8880e-04
Loss = 2.3807e-02, PNorm = 60.2810, GNorm = 0.6364, lr_0 = 9.8879e-04
Validation prc-auc = 0.026953
Epoch 255
Validation prc-auc = 0.029284
Epoch 256
Validation prc-auc = 0.028204
Epoch 257
Validation prc-auc = 0.027319
Epoch 258
Validation prc-auc = 0.028810
Epoch 259
Loss = 8.8246e-02, PNorm = 60.4334, GNorm = 0.7156, lr_0 = 9.8856e-04
Validation prc-auc = 0.024497
Epoch 260
Validation prc-auc = 0.021867
Epoch 261
Validation prc-auc = 0.020973
Epoch 262
Validation prc-auc = 0.018191
Epoch 263
Validation prc-auc = 0.019041
Epoch 264
Loss = 1.8265e-01, PNorm = 60.7412, GNorm = 2.1662, lr_0 = 9.8830e-04
Validation prc-auc = 0.019941
Epoch 265
Validation prc-auc = 0.018639
Epoch 266
Validation prc-auc = 0.020725
Epoch 267
Validation prc-auc = 0.022656
Epoch 268
Loss = 1.6907e-01, PNorm = 61.1100, GNorm = 0.7311, lr_0 = 9.8807e-04
Loss = 3.3534e-01, PNorm = 61.1328, GNorm = 4.6141, lr_0 = 9.8805e-04
Validation prc-auc = 0.023410
Epoch 269
Validation prc-auc = 0.023786
Epoch 270
Validation prc-auc = 0.023682
Epoch 271
Validation prc-auc = 0.023236
Epoch 272
Validation prc-auc = 0.022307
Epoch 273
Loss = 2.4476e-01, PNorm = 61.3772, GNorm = 2.6542, lr_0 = 9.8781e-04
Loss = 7.2836e-02, PNorm = 61.3907, GNorm = 1.1542, lr_0 = 9.8779e-04
Validation prc-auc = 0.020857
Epoch 274
Validation prc-auc = 0.020585
Epoch 275
Validation prc-auc = 0.020370
Epoch 276
Validation prc-auc = 0.021149
Epoch 277
Validation prc-auc = 0.021733
Epoch 278
Loss = 9.9062e-02, PNorm = 61.5704, GNorm = 1.8029, lr_0 = 9.8756e-04
Validation prc-auc = 0.022094
Epoch 279
Validation prc-auc = 0.023205
Epoch 280
Validation prc-auc = 0.024123
Epoch 281
Validation prc-auc = 0.025370
Epoch 282
Validation prc-auc = 0.027246
Epoch 283
Loss = 1.7374e-01, PNorm = 61.7267, GNorm = 1.4982, lr_0 = 9.8730e-04
Validation prc-auc = 0.031728
Epoch 284
Validation prc-auc = 0.029892
Epoch 285
Validation prc-auc = 0.030741
Epoch 286
Validation prc-auc = 0.030154
Epoch 287
Loss = 1.1572e-01, PNorm = 61.8885, GNorm = 1.3502, lr_0 = 9.8707e-04
Loss = 3.7369e-02, PNorm = 61.9046, GNorm = 0.9648, lr_0 = 9.8705e-04
Validation prc-auc = 0.030791
Epoch 288
Validation prc-auc = 0.028536
Epoch 289
Validation prc-auc = 0.028138
Epoch 290
Validation prc-auc = 0.028211
Epoch 291
Validation prc-auc = 0.028263
Epoch 292
Loss = 8.2671e-02, PNorm = 62.0981, GNorm = 0.7846, lr_0 = 9.8683e-04
Validation prc-auc = 0.025805
Epoch 293
Validation prc-auc = 0.025911
Epoch 294
Validation prc-auc = 0.025459
Epoch 295
Validation prc-auc = 0.024915
Epoch 296
Validation prc-auc = 0.025049
Epoch 297
Loss = 3.6653e-02, PNorm = 62.3183, GNorm = 0.6017, lr_0 = 9.8656e-04
Validation prc-auc = 0.027103
Epoch 298
Validation prc-auc = 0.021571
Epoch 299
Validation prc-auc = 0.022215
Epoch 300
Validation prc-auc = 0.022071
Epoch 301
Loss = 4.3944e-01, PNorm = 62.6067, GNorm = 3.1181, lr_0 = 9.8634e-04
Loss = 2.0546e-01, PNorm = 62.6291, GNorm = 3.5138, lr_0 = 9.8632e-04
Validation prc-auc = 0.023224
Epoch 302
Validation prc-auc = 0.024809
Epoch 303
Validation prc-auc = 0.026439
Epoch 304
Validation prc-auc = 0.025575
Epoch 305
Validation prc-auc = 0.024059
Epoch 306
Loss = 2.0981e-01, PNorm = 62.9270, GNorm = 1.3187, lr_0 = 9.8607e-04
Loss = 3.6752e-02, PNorm = 62.9424, GNorm = 0.9090, lr_0 = 9.8606e-04
Validation prc-auc = 0.023551
Epoch 307
Validation prc-auc = 0.023221
Epoch 308
Validation prc-auc = 0.023218
Epoch 309
Validation prc-auc = 0.022805
Epoch 310
Validation prc-auc = 0.022669
Epoch 311
Loss = 1.2129e-01, PNorm = 63.1108, GNorm = 1.0474, lr_0 = 9.8583e-04
Validation prc-auc = 0.021385
Epoch 312
Validation prc-auc = 0.021307
Epoch 313
Validation prc-auc = 0.021343
Epoch 314
Validation prc-auc = 0.021742
Epoch 315
Validation prc-auc = 0.021872
Epoch 316
Loss = 1.3814e-01, PNorm = 63.2511, GNorm = 2.0183, lr_0 = 9.8557e-04
Validation prc-auc = 0.022705
Epoch 317
Validation prc-auc = 0.023637
Epoch 318
Validation prc-auc = 0.023938
Epoch 319
Validation prc-auc = 0.024098
Epoch 320
Loss = 1.0095e-01, PNorm = 63.3433, GNorm = 0.5663, lr_0 = 9.8534e-04
Loss = 4.8596e-02, PNorm = 63.3518, GNorm = 0.9725, lr_0 = 9.8532e-04
Validation prc-auc = 0.026194
Epoch 321
Validation prc-auc = 0.024967
Epoch 322
Validation prc-auc = 0.025036
Epoch 323
Validation prc-auc = 0.025591
Epoch 324
Validation prc-auc = 0.024787
Epoch 325
Loss = 5.7833e-02, PNorm = 63.4554, GNorm = 0.5524, lr_0 = 9.8509e-04
Validation prc-auc = 0.021478
Epoch 326
Validation prc-auc = 0.019774
Epoch 327
Validation prc-auc = 0.020265
Epoch 328
Validation prc-auc = 0.021048
Epoch 329
Validation prc-auc = 0.024114
Epoch 330
Loss = 4.2730e-02, PNorm = 63.6565, GNorm = 0.5154, lr_0 = 9.8483e-04
Validation prc-auc = 0.025273
Epoch 331
Validation prc-auc = 0.027778
Epoch 332
Validation prc-auc = 0.031552
Epoch 333
Validation prc-auc = 0.036657
Epoch 334
Loss = 8.9153e-02, PNorm = 63.8102, GNorm = 0.8025, lr_0 = 9.8461e-04
Loss = 2.4383e-01, PNorm = 63.8156, GNorm = 8.3622, lr_0 = 9.8459e-04
Validation prc-auc = 0.034252
Epoch 335
Validation prc-auc = 0.030022
Epoch 336
Validation prc-auc = 0.029560
Epoch 337
Validation prc-auc = 0.028295
Epoch 338
Validation prc-auc = 0.026284
Epoch 339
Loss = 7.3387e-02, PNorm = 63.9216, GNorm = 0.3417, lr_0 = 9.8434e-04
Loss = 4.3363e-02, PNorm = 63.9296, GNorm = 1.1020, lr_0 = 9.8433e-04
Validation prc-auc = 0.023792
Epoch 340
Validation prc-auc = 0.023483
Epoch 341
Validation prc-auc = 0.022759
Epoch 342
Validation prc-auc = 0.022104
Epoch 343
Validation prc-auc = 0.021776
Epoch 344
Loss = 1.1728e-01, PNorm = 64.0356, GNorm = 0.9053, lr_0 = 9.8410e-04
Validation prc-auc = 0.021788
Epoch 345
Validation prc-auc = 0.022567
Epoch 346
Validation prc-auc = 0.026546
Epoch 347
Validation prc-auc = 0.027123
Epoch 348
Validation prc-auc = 0.026057
Epoch 349
Loss = 1.7234e-02, PNorm = 64.1749, GNorm = 0.3247, lr_0 = 9.8384e-04
Validation prc-auc = 0.025891
Epoch 350
Validation prc-auc = 0.024821
Epoch 351
Validation prc-auc = 0.023928
Epoch 352
Validation prc-auc = 0.023881
Epoch 353
Loss = 7.7626e-02, PNorm = 64.2974, GNorm = 3.8905, lr_0 = 9.8361e-04
Loss = 1.7072e-01, PNorm = 64.3073, GNorm = 3.7182, lr_0 = 9.8359e-04
Validation prc-auc = 0.023378
Epoch 354
Validation prc-auc = 0.023617
Epoch 355
Validation prc-auc = 0.024677
Epoch 356
Validation prc-auc = 0.026245
Epoch 357
Validation prc-auc = 0.026648
Epoch 358
Loss = 4.5675e-02, PNorm = 64.4315, GNorm = 0.2691, lr_0 = 9.8335e-04
Validation prc-auc = 0.026596
Epoch 359
Validation prc-auc = 0.025486
Epoch 360
Validation prc-auc = 0.024350
Epoch 361
Validation prc-auc = 0.023581
Epoch 362
Validation prc-auc = 0.024230
Epoch 363
Loss = 1.2666e-01, PNorm = 64.5548, GNorm = 1.5975, lr_0 = 9.8311e-04
Validation prc-auc = 0.024290
Epoch 364
Validation prc-auc = 0.023684
Epoch 365
Validation prc-auc = 0.023007
Epoch 366
Validation prc-auc = 0.022604
Epoch 367
Loss = 1.2980e-01, PNorm = 64.6874, GNorm = 1.3339, lr_0 = 9.8288e-04
Loss = 1.0186e-01, PNorm = 64.7023, GNorm = 3.4497, lr_0 = 9.8286e-04
Validation prc-auc = 0.022503
Epoch 368
Validation prc-auc = 0.021549
Epoch 369
Validation prc-auc = 0.022837
Epoch 370
Validation prc-auc = 0.024126
Epoch 371
Validation prc-auc = 0.026215
Epoch 372
Loss = 9.0864e-02, PNorm = 64.9245, GNorm = 0.9691, lr_0 = 9.8262e-04
Loss = 3.4514e-02, PNorm = 64.9414, GNorm = 1.8084, lr_0 = 9.8260e-04
Validation prc-auc = 0.026500
Epoch 373
Validation prc-auc = 0.027575
Epoch 374
Validation prc-auc = 0.029679
Epoch 375
Validation prc-auc = 0.029486
Epoch 376
Validation prc-auc = 0.027847
Epoch 377
Loss = 5.0538e-02, PNorm = 65.1055, GNorm = 0.8537, lr_0 = 9.8237e-04
Validation prc-auc = 0.025191
Epoch 378
Validation prc-auc = 0.024970
Epoch 379
Validation prc-auc = 0.024453
Epoch 380
Validation prc-auc = 0.023746
Epoch 381
Validation prc-auc = 0.024083
Epoch 382
Loss = 5.0561e-02, PNorm = 65.2344, GNorm = 1.0696, lr_0 = 9.8211e-04
Validation prc-auc = 0.023615
Epoch 383
Validation prc-auc = 0.024992
Epoch 384
Validation prc-auc = 0.026492
Epoch 385
Validation prc-auc = 0.026698
Epoch 386
Loss = 9.5386e-02, PNorm = 65.3026, GNorm = 1.1383, lr_0 = 9.8189e-04
Loss = 5.8494e-02, PNorm = 65.3067, GNorm = 1.6949, lr_0 = 9.8187e-04
Validation prc-auc = 0.027393
Epoch 387
Validation prc-auc = 0.028302
Epoch 388
Validation prc-auc = 0.028295
Epoch 389
Validation prc-auc = 0.029187
Epoch 390
Validation prc-auc = 0.029509
Epoch 391
Loss = 4.6609e-02, PNorm = 65.3740, GNorm = 0.7977, lr_0 = 9.8163e-04
Validation prc-auc = 0.028163
Epoch 392
Validation prc-auc = 0.027076
Epoch 393
Validation prc-auc = 0.025560
Epoch 394
Validation prc-auc = 0.024650
Epoch 395
Validation prc-auc = 0.024223
Epoch 396
Loss = 1.6807e-02, PNorm = 65.4326, GNorm = 0.2601, lr_0 = 9.8138e-04
Validation prc-auc = 0.023310
Epoch 397
Validation prc-auc = 0.023343
Epoch 398
Validation prc-auc = 0.022833
Epoch 399
Validation prc-auc = 0.023073
Epoch 400
Loss = 1.1568e-01, PNorm = 65.5240, GNorm = 0.9950, lr_0 = 9.8116e-04
Loss = 5.4086e-03, PNorm = 65.5310, GNorm = 0.1699, lr_0 = 9.8114e-04
Validation prc-auc = 0.022797
Epoch 401
Validation prc-auc = 0.023151
Epoch 402
Validation prc-auc = 0.023649
Epoch 403
Validation prc-auc = 0.023789
Epoch 404
Validation prc-auc = 0.024986
Epoch 405
Loss = 7.8027e-02, PNorm = 65.6154, GNorm = 0.4535, lr_0 = 9.8089e-04
Loss = 1.4072e-02, PNorm = 65.6218, GNorm = 0.4205, lr_0 = 9.8088e-04
Validation prc-auc = 0.025598
Epoch 406
Validation prc-auc = 0.025967
Epoch 407
Validation prc-auc = 0.025956
Epoch 408
Validation prc-auc = 0.025702
Epoch 409
Validation prc-auc = 0.025709
Epoch 410
Loss = 5.7116e-02, PNorm = 65.7001, GNorm = 0.8839, lr_0 = 9.8065e-04
Validation prc-auc = 0.026638
Epoch 411
Validation prc-auc = 0.026782
Epoch 412
Validation prc-auc = 0.026969
Epoch 413
Validation prc-auc = 0.028723
Epoch 414
Validation prc-auc = 0.028803
Epoch 415
Loss = 1.3930e-02, PNorm = 65.7585, GNorm = 0.3391, lr_0 = 9.8039e-04
Validation prc-auc = 0.028579
Epoch 416
Validation prc-auc = 0.028749
Epoch 417
Validation prc-auc = 0.029007
Epoch 418
Validation prc-auc = 0.028572
Epoch 419
Loss = 2.8443e-02, PNorm = 65.7989, GNorm = 0.7492, lr_0 = 9.8016e-04
Loss = 1.1879e-03, PNorm = 65.8022, GNorm = 0.0425, lr_0 = 9.8015e-04
Validation prc-auc = 0.028202
Epoch 420
Validation prc-auc = 0.028508
Epoch 421
Validation prc-auc = 0.028924
Epoch 422
Validation prc-auc = 0.027851
Epoch 423
Validation prc-auc = 0.029066
Epoch 424
Loss = 6.1143e-02, PNorm = 65.8442, GNorm = 1.0183, lr_0 = 9.7990e-04
Validation prc-auc = 0.028396
Epoch 425
Validation prc-auc = 0.028574
Epoch 426
Validation prc-auc = 0.029007
Epoch 427
Validation prc-auc = 0.029600
Epoch 428
Validation prc-auc = 0.029809
Epoch 429
Loss = 7.5720e-02, PNorm = 65.9002, GNorm = 1.4850, lr_0 = 9.7966e-04
Validation prc-auc = 0.029606
Epoch 430
Validation prc-auc = 0.029481
Epoch 431
Validation prc-auc = 0.027123
Epoch 432
Validation prc-auc = 0.028393
Epoch 433
Loss = 2.5680e-02, PNorm = 65.9573, GNorm = 1.5360, lr_0 = 9.7942e-04
Validation prc-auc = 0.031896
Epoch 434
Validation prc-auc = 0.037647
Epoch 435
Validation prc-auc = 0.037531
Epoch 436
Validation prc-auc = 0.037267
Epoch 437
Validation prc-auc = 0.039026
Epoch 438
Loss = 4.1991e-02, PNorm = 66.0920, GNorm = 0.6411, lr_0 = 9.7917e-04
Loss = 7.5992e-02, PNorm = 66.1018, GNorm = 1.5874, lr_0 = 9.7916e-04
Validation prc-auc = 0.039188
Epoch 439
Validation prc-auc = 0.037159
Epoch 440
Validation prc-auc = 0.035762
Epoch 441
Validation prc-auc = 0.033498
Epoch 442
Validation prc-auc = 0.032919
Epoch 443
Loss = 7.0122e-02, PNorm = 66.2269, GNorm = 1.2308, lr_0 = 9.7893e-04
Validation prc-auc = 0.033701
Epoch 444
Validation prc-auc = 0.033570
Epoch 445
Validation prc-auc = 0.034532
Epoch 446
Validation prc-auc = 0.036252
Epoch 447
Validation prc-auc = 0.035805
Epoch 448
Loss = 1.4826e-02, PNorm = 66.3288, GNorm = 0.2843, lr_0 = 9.7867e-04
Validation prc-auc = 0.033045
Epoch 449
Validation prc-auc = 0.032341
Epoch 450
Validation prc-auc = 0.032454
Epoch 451
Validation prc-auc = 0.032779
Epoch 452
Loss = 7.4192e-02, PNorm = 66.4169, GNorm = 0.9831, lr_0 = 9.7845e-04
Loss = 6.9864e-03, PNorm = 66.4226, GNorm = 0.3013, lr_0 = 9.7843e-04
Validation prc-auc = 0.033435
Epoch 453
Validation prc-auc = 0.034191
Epoch 454
Validation prc-auc = 0.032868
Epoch 455
Validation prc-auc = 0.032443
Epoch 456
Validation prc-auc = 0.031823
Epoch 457
Loss = 2.5245e-02, PNorm = 66.4825, GNorm = 0.6437, lr_0 = 9.7819e-04
Loss = 2.2983e-04, PNorm = 66.4859, GNorm = 0.0093, lr_0 = 9.7817e-04
Validation prc-auc = 0.032136
Epoch 458
Validation prc-auc = 0.033467
Epoch 459
Validation prc-auc = 0.032547
Epoch 460
Validation prc-auc = 0.031897
Epoch 461
Validation prc-auc = 0.031791
Epoch 462
Loss = 9.8984e-03, PNorm = 66.5476, GNorm = 0.3953, lr_0 = 9.7794e-04
Validation prc-auc = 0.031961
Epoch 463
Validation prc-auc = 0.031443
Epoch 464
Validation prc-auc = 0.032188
Epoch 465
Validation prc-auc = 0.033003
Epoch 466
Loss = 2.6973e-02, PNorm = 66.6052, GNorm = 0.0275, lr_0 = 9.7770e-04
Validation prc-auc = 0.032361
Epoch 467
Validation prc-auc = 0.029062
Epoch 468
Validation prc-auc = 0.029341
Epoch 469
Validation prc-auc = 0.029592
Epoch 470
Validation prc-auc = 0.029697
Epoch 471
Loss = 2.8994e-02, PNorm = 66.6831, GNorm = 0.7728, lr_0 = 9.7746e-04
Loss = 2.4551e-03, PNorm = 66.6892, GNorm = 0.0910, lr_0 = 9.7744e-04
Validation prc-auc = 0.030771
Epoch 472
Validation prc-auc = 0.031496
Epoch 473
Validation prc-auc = 0.031111
Epoch 474
Validation prc-auc = 0.030917
Epoch 475
Validation prc-auc = 0.028977
Epoch 476
Loss = 1.2747e-02, PNorm = 66.7599, GNorm = 0.3000, lr_0 = 9.7721e-04
Validation prc-auc = 0.028347
Epoch 477
Validation prc-auc = 0.028361
Epoch 478
Validation prc-auc = 0.029196
Epoch 479
Validation prc-auc = 0.030542
Epoch 480
Validation prc-auc = 0.030943
Epoch 481
Loss = 1.4580e-01, PNorm = 66.8666, GNorm = 2.6638, lr_0 = 9.7695e-04
Validation prc-auc = 0.032151
Epoch 482
Validation prc-auc = 0.031024
Epoch 483
Validation prc-auc = 0.030761
Epoch 484
Validation prc-auc = 0.031788
Epoch 485
Loss = 1.8042e-02, PNorm = 66.9760, GNorm = 0.4376, lr_0 = 9.7673e-04
Loss = 4.0939e-04, PNorm = 66.9830, GNorm = 0.0131, lr_0 = 9.7671e-04
Validation prc-auc = 0.031553
Epoch 486
Validation prc-auc = 0.028900
Epoch 487
Validation prc-auc = 0.026675
Epoch 488
Validation prc-auc = 0.026655
Epoch 489
Validation prc-auc = 0.026532
Epoch 490
Loss = 2.9471e-02, PNorm = 67.0738, GNorm = 0.5658, lr_0 = 9.7647e-04
Loss = 2.5819e-03, PNorm = 67.0802, GNorm = 0.0800, lr_0 = 9.7645e-04
Validation prc-auc = 0.024578
Epoch 491
Validation prc-auc = 0.023740
Epoch 492
Validation prc-auc = 0.027959
Epoch 493
Validation prc-auc = 0.030616
Epoch 494
Validation prc-auc = 0.030748
Epoch 495
Loss = 1.1340e-01, PNorm = 67.2912, GNorm = 2.3718, lr_0 = 9.7623e-04
Validation prc-auc = 0.030127
Epoch 496
Validation prc-auc = 0.028270
Epoch 497
Validation prc-auc = 0.027964
Epoch 498
Validation prc-auc = 0.028522
Epoch 499
Loss = 3.7539e-02, PNorm = 67.5117, GNorm = 0.0217, lr_0 = 9.7599e-04
Validation prc-auc = 0.028434
Epoch 500
Validation prc-auc = 0.029493
Epoch 501
Validation prc-auc = 0.029263
Epoch 502
Validation prc-auc = 0.031245
Epoch 503
Validation prc-auc = 0.031702
Epoch 504
Loss = 7.3018e-03, PNorm = 67.6443, GNorm = 0.0918, lr_0 = 9.7574e-04
Loss = 2.3952e-03, PNorm = 67.6519, GNorm = 0.1229, lr_0 = 9.7573e-04
Validation prc-auc = 0.031618
Epoch 505
Validation prc-auc = 0.030745
Epoch 506
Validation prc-auc = 0.030080
Epoch 507
Validation prc-auc = 0.029593
Epoch 508
Validation prc-auc = 0.029529
Epoch 509
Loss = 9.1202e-02, PNorm = 67.7758, GNorm = 1.6994, lr_0 = 9.7550e-04
Validation prc-auc = 0.027777
Epoch 510
Validation prc-auc = 0.026823
Epoch 511
Validation prc-auc = 0.029497
Epoch 512
Validation prc-auc = 0.027887
Epoch 513
Validation prc-auc = 0.026505
Epoch 514
Loss = 8.7285e-02, PNorm = 67.9613, GNorm = 1.0893, lr_0 = 9.7524e-04
Validation prc-auc = 0.025893
Epoch 515
Validation prc-auc = 0.026368
Epoch 516
Validation prc-auc = 0.024976
Epoch 517
Validation prc-auc = 0.024898
Epoch 518
Loss = 4.2722e-02, PNorm = 68.0913, GNorm = 0.5735, lr_0 = 9.7502e-04
Loss = 1.5261e-02, PNorm = 68.1002, GNorm = 0.4190, lr_0 = 9.7500e-04
Validation prc-auc = 0.024640
Epoch 519
Validation prc-auc = 0.024508
Epoch 520
Validation prc-auc = 0.023893
Epoch 521
Validation prc-auc = 0.024234
Epoch 522
Validation prc-auc = 0.025233
Epoch 523
Loss = 8.8200e-02, PNorm = 68.1912, GNorm = 1.1132, lr_0 = 9.7476e-04
Loss = 1.0715e-03, PNorm = 68.1966, GNorm = 0.0315, lr_0 = 9.7474e-04
Validation prc-auc = 0.026569
Epoch 524
Validation prc-auc = 0.026318
Epoch 525
Validation prc-auc = 0.025142
Epoch 526
Validation prc-auc = 0.024572
Epoch 527
Validation prc-auc = 0.025534
Epoch 528
Loss = 1.1686e-01, PNorm = 68.2594, GNorm = 1.1736, lr_0 = 9.7452e-04
Validation prc-auc = 0.027204
Epoch 529
Validation prc-auc = 0.028055
Epoch 530
Validation prc-auc = 0.026694
Epoch 531
Validation prc-auc = 0.026330
Epoch 532
Validation prc-auc = 0.027171
Epoch 533
Loss = 5.1762e-03, PNorm = 68.3635, GNorm = 0.1176, lr_0 = 9.7426e-04
Validation prc-auc = 0.029678
Epoch 534
Validation prc-auc = 0.029365
Epoch 535
Validation prc-auc = 0.030432
Epoch 536
Validation prc-auc = 0.032146
Epoch 537
Loss = 1.0406e-01, PNorm = 68.5283, GNorm = 1.2917, lr_0 = 9.7403e-04
Loss = 2.5084e-03, PNorm = 68.5473, GNorm = 0.0783, lr_0 = 9.7401e-04
Validation prc-auc = 0.028873
Epoch 538
Validation prc-auc = 0.026415
Epoch 539
Validation prc-auc = 0.024760
Epoch 540
Validation prc-auc = 0.023891
Epoch 541
Validation prc-auc = 0.024606
Epoch 542
Loss = 1.3623e-02, PNorm = 68.7508, GNorm = 0.2176, lr_0 = 9.7379e-04
Validation prc-auc = 0.026700
Epoch 543
Validation prc-auc = 0.026760
Epoch 544
Validation prc-auc = 0.026051
Epoch 545
Validation prc-auc = 0.026604
Epoch 546
Validation prc-auc = 0.027244
Epoch 547
Loss = 4.4292e-02, PNorm = 68.8897, GNorm = 1.3588, lr_0 = 9.7353e-04
Validation prc-auc = 0.028779
Epoch 548
Validation prc-auc = 0.030195
Epoch 549
Validation prc-auc = 0.031614
Epoch 550
Validation prc-auc = 0.030899
Epoch 551
Loss = 9.6251e-02, PNorm = 68.9767, GNorm = 0.7639, lr_0 = 9.7331e-04
Loss = 5.9754e-03, PNorm = 68.9829, GNorm = 0.2115, lr_0 = 9.7329e-04
Validation prc-auc = 0.029338
Epoch 552
Validation prc-auc = 0.028496
Epoch 553
Validation prc-auc = 0.028366
Epoch 554
Validation prc-auc = 0.029576
Epoch 555
Validation prc-auc = 0.029890
Epoch 556
Loss = 2.5230e-02, PNorm = 69.0455, GNorm = 0.6044, lr_0 = 9.7305e-04
Loss = 1.0530e-02, PNorm = 69.0498, GNorm = 0.4262, lr_0 = 9.7303e-04
Validation prc-auc = 0.029791
Epoch 557
Validation prc-auc = 0.030366
Epoch 558
Validation prc-auc = 0.029034
Epoch 559
Validation prc-auc = 0.030863
Epoch 560
Validation prc-auc = 0.036105
Epoch 561
Loss = 5.6170e-02, PNorm = 69.1106, GNorm = 1.3006, lr_0 = 9.7281e-04
Validation prc-auc = 0.034253
Epoch 562
Validation prc-auc = 0.035226
Epoch 563
Validation prc-auc = 0.035901
Epoch 564
Validation prc-auc = 0.030568
Epoch 565
Validation prc-auc = 0.027770
Epoch 566
Loss = 1.4529e-01, PNorm = 69.2322, GNorm = 1.9422, lr_0 = 9.7255e-04
Validation prc-auc = 0.035974
Epoch 567
Validation prc-auc = 0.034859
Epoch 568
Validation prc-auc = 0.032260
Epoch 569
Validation prc-auc = 0.030921
Epoch 570
Loss = 9.8135e-02, PNorm = 69.4907, GNorm = 1.9489, lr_0 = 9.7232e-04
Loss = 2.2602e-02, PNorm = 69.5070, GNorm = 0.6607, lr_0 = 9.7231e-04
Validation prc-auc = 0.030702
Epoch 571
Validation prc-auc = 0.030789
Epoch 572
Validation prc-auc = 0.031930
Epoch 573
Validation prc-auc = 0.031466
Epoch 574
Validation prc-auc = 0.031030
Epoch 575
Loss = 6.0806e-02, PNorm = 69.6770, GNorm = 0.9272, lr_0 = 9.7208e-04
Validation prc-auc = 0.031394
Epoch 576
Validation prc-auc = 0.030903
Epoch 577
Validation prc-auc = 0.030147
Epoch 578
Validation prc-auc = 0.028983
Epoch 579
Validation prc-auc = 0.028662
Epoch 580
Loss = 6.2009e-02, PNorm = 69.8926, GNorm = 1.4830, lr_0 = 9.7182e-04
Validation prc-auc = 0.028377
Epoch 581
Validation prc-auc = 0.027814
Epoch 582
Validation prc-auc = 0.028404
Epoch 583
Validation prc-auc = 0.028284
Epoch 584
Loss = 1.1648e-01, PNorm = 70.0510, GNorm = 1.3633, lr_0 = 9.7160e-04
Loss = 2.2464e-03, PNorm = 70.0620, GNorm = 0.0887, lr_0 = 9.7158e-04
Validation prc-auc = 0.026597
Epoch 585
Validation prc-auc = 0.025487
Epoch 586
Validation prc-auc = 0.024274
Epoch 587
Validation prc-auc = 0.024474
Epoch 588
Validation prc-auc = 0.025230
Epoch 589
Loss = 3.6135e-02, PNorm = 70.1843, GNorm = 0.3788, lr_0 = 9.7134e-04
Loss = 9.0390e-03, PNorm = 70.1913, GNorm = 0.3405, lr_0 = 9.7132e-04
Validation prc-auc = 0.024289
Epoch 590
Validation prc-auc = 0.024214
Epoch 591
Validation prc-auc = 0.024123
Epoch 592
Validation prc-auc = 0.023390
Epoch 593
Validation prc-auc = 0.022251
Epoch 594
Loss = 1.2093e-02, PNorm = 70.2792, GNorm = 0.2768, lr_0 = 9.7110e-04
Validation prc-auc = 0.021982
Epoch 595
Validation prc-auc = 0.022434
Epoch 596
Validation prc-auc = 0.022893
Epoch 597
Validation prc-auc = 0.023813
Epoch 598
Validation prc-auc = 0.024189
Epoch 599
Loss = 1.6465e-02, PNorm = 70.3692, GNorm = 0.3623, lr_0 = 9.7084e-04
Validation prc-auc = 0.024587
Epoch 600
Validation prc-auc = 0.025313
Epoch 601
Validation prc-auc = 0.025613
Epoch 602
Validation prc-auc = 0.025677
Epoch 603
Loss = 2.8095e-02, PNorm = 70.4205, GNorm = 0.2781, lr_0 = 9.7062e-04
Loss = 2.3608e-03, PNorm = 70.4235, GNorm = 0.0865, lr_0 = 9.7060e-04
Validation prc-auc = 0.026502
Epoch 604
Validation prc-auc = 0.026905
Epoch 605
Validation prc-auc = 0.027010
Epoch 606
Validation prc-auc = 0.027264
Epoch 607
Validation prc-auc = 0.027375
Epoch 608
Loss = 4.6150e-03, PNorm = 70.4610, GNorm = 0.0794, lr_0 = 9.7036e-04
Validation prc-auc = 0.027185
Epoch 609
Validation prc-auc = 0.026756
Epoch 610
Validation prc-auc = 0.025492
Epoch 611
Validation prc-auc = 0.025135
Epoch 612
Validation prc-auc = 0.025463
Epoch 613
Loss = 5.4333e-03, PNorm = 70.5170, GNorm = 0.1830, lr_0 = 9.7012e-04
Validation prc-auc = 0.026032
Epoch 614
Validation prc-auc = 0.026369
Epoch 615
Validation prc-auc = 0.026693
Epoch 616
Validation prc-auc = 0.025153
Epoch 617
Loss = 5.4754e-02, PNorm = 70.5657, GNorm = 1.0023, lr_0 = 9.6990e-04
Loss = 1.3294e-02, PNorm = 70.5697, GNorm = 0.9470, lr_0 = 9.6988e-04
Validation prc-auc = 0.024542
Epoch 618
Validation prc-auc = 0.025181
Epoch 619
Validation prc-auc = 0.026290
Epoch 620
Validation prc-auc = 0.029173
Epoch 621
Validation prc-auc = 0.030833
Epoch 622
Loss = 2.9466e-03, PNorm = 70.6544, GNorm = 0.0963, lr_0 = 9.6964e-04
Loss = 4.0568e-05, PNorm = 70.6627, GNorm = 0.0031, lr_0 = 9.6962e-04
Validation prc-auc = 0.031196
Epoch 623
Validation prc-auc = 0.030304
Epoch 624
Validation prc-auc = 0.031381
Epoch 625
Validation prc-auc = 0.032525
Epoch 626
Validation prc-auc = 0.032076
Epoch 627
Loss = 9.3894e-03, PNorm = 70.7803, GNorm = 0.2002, lr_0 = 9.6940e-04
Validation prc-auc = 0.030544
Epoch 628
Validation prc-auc = 0.028972
Epoch 629
Validation prc-auc = 0.027146
Epoch 630
Validation prc-auc = 0.026730
Epoch 631
Validation prc-auc = 0.026724
Epoch 632
Loss = 2.2916e-02, PNorm = 70.8792, GNorm = 0.6659, lr_0 = 9.6914e-04
Validation prc-auc = 0.026823
Epoch 633
Validation prc-auc = 0.026367
Epoch 634
Validation prc-auc = 0.027070
Epoch 635
Validation prc-auc = 0.028707
Epoch 636
Loss = 2.0784e-02, PNorm = 71.0324, GNorm = 0.7934, lr_0 = 9.6892e-04
Loss = 4.3534e-02, PNorm = 71.0471, GNorm = 2.0170, lr_0 = 9.6890e-04
Validation prc-auc = 0.028927
Epoch 637
Validation prc-auc = 0.030188
Epoch 638
Validation prc-auc = 0.030651
Epoch 639
Validation prc-auc = 0.029910
Epoch 640
Validation prc-auc = 0.030448
Epoch 641
Loss = 3.9329e-03, PNorm = 71.1933, GNorm = 0.0961, lr_0 = 9.6866e-04
Validation prc-auc = 0.030458
Epoch 642
Validation prc-auc = 0.030208
Epoch 643
Validation prc-auc = 0.031884
Epoch 644
Validation prc-auc = 0.032433
Epoch 645
Validation prc-auc = 0.033247
Epoch 646
Loss = 6.6418e-03, PNorm = 71.2555, GNorm = 0.1364, lr_0 = 9.6842e-04
Validation prc-auc = 0.032717
Epoch 647
Validation prc-auc = 0.031632
Epoch 648
Validation prc-auc = 0.031009
Epoch 649
Validation prc-auc = 0.030629
Epoch 650
Loss = 1.0712e-01, PNorm = 71.2897, GNorm = 2.6186, lr_0 = 9.6820e-04
Loss = 1.1015e-03, PNorm = 71.2925, GNorm = 0.0661, lr_0 = 9.6818e-04
Validation prc-auc = 0.033631
Epoch 651
Validation prc-auc = 0.030954
Epoch 652
Validation prc-auc = 0.031497
Epoch 653
Validation prc-auc = 0.033905
Epoch 654
Validation prc-auc = 0.035362
Epoch 655
Loss = 4.5479e-02, PNorm = 71.3415, GNorm = 0.0502, lr_0 = 9.6794e-04
Loss = 2.7155e-04, PNorm = 71.3464, GNorm = 0.0095, lr_0 = 9.6792e-04
Validation prc-auc = 0.035860
Epoch 656
Validation prc-auc = 0.035587
Epoch 657
Validation prc-auc = 0.033900
Epoch 658
Validation prc-auc = 0.033788
Epoch 659
Validation prc-auc = 0.033426
Epoch 660
Loss = 5.2678e-02, PNorm = 71.4009, GNorm = 1.3918, lr_0 = 9.6770e-04
Validation prc-auc = 0.032798
Epoch 661
Validation prc-auc = 0.031226
Epoch 662
Validation prc-auc = 0.030541
Epoch 663
Validation prc-auc = 0.030607
Epoch 664
Validation prc-auc = 0.030533
Epoch 665
Loss = 2.6840e-03, PNorm = 71.4448, GNorm = 0.0719, lr_0 = 9.6744e-04
Validation prc-auc = 0.030318
Epoch 666
Validation prc-auc = 0.031204
Epoch 667
Validation prc-auc = 0.031585
Epoch 668
Validation prc-auc = 0.031640
Epoch 669
Loss = 1.4826e-02, PNorm = 71.4869, GNorm = 0.3786, lr_0 = 9.6722e-04
Loss = 1.5364e-01, PNorm = 71.4901, GNorm = 7.2406, lr_0 = 9.6720e-04
Validation prc-auc = 0.030409
Epoch 670
Validation prc-auc = 0.030589
Epoch 671
Validation prc-auc = 0.032100
Epoch 672
Validation prc-auc = 0.031305
Epoch 673
Validation prc-auc = 0.031579
Epoch 674
Loss = 1.6366e-02, PNorm = 71.6254, GNorm = 0.1220, lr_0 = 9.6696e-04
Validation prc-auc = 0.032544
Epoch 675
Validation prc-auc = 0.032482
Epoch 676
Validation prc-auc = 0.031576
Epoch 677
Validation prc-auc = 0.029679
Epoch 678
Validation prc-auc = 0.028284
Epoch 679
Loss = 1.1827e-02, PNorm = 71.7231, GNorm = 0.3686, lr_0 = 9.6672e-04
Validation prc-auc = 0.028673
Epoch 680
Validation prc-auc = 0.030154
Epoch 681
Validation prc-auc = 0.030237
Epoch 682
Validation prc-auc = 0.029711
Epoch 683
Loss = 1.2080e-02, PNorm = 71.8014, GNorm = 0.0642, lr_0 = 9.6648e-04
Validation prc-auc = 0.028471
Epoch 684
Validation prc-auc = 0.028172
Epoch 685
Validation prc-auc = 0.028381
Epoch 686
Validation prc-auc = 0.029002
Epoch 687
Validation prc-auc = 0.028545
Epoch 688
Loss = 1.3852e-02, PNorm = 71.8618, GNorm = 0.6216, lr_0 = 9.6624e-04
Loss = 1.4303e-02, PNorm = 71.8650, GNorm = 0.7978, lr_0 = 9.6622e-04
Validation prc-auc = 0.028832
Epoch 689
Validation prc-auc = 0.028879
Epoch 690
Validation prc-auc = 0.027000
Epoch 691
Validation prc-auc = 0.027361
Epoch 692
Validation prc-auc = 0.026889
Epoch 693
Loss = 3.6591e-02, PNorm = 71.9058, GNorm = 0.9929, lr_0 = 9.6600e-04
Validation prc-auc = 0.026672
Epoch 694
Validation prc-auc = 0.026671
Epoch 695
Validation prc-auc = 0.027330
Epoch 696
Validation prc-auc = 0.027217
Epoch 697
Validation prc-auc = 0.027075
Epoch 698
Loss = 1.7487e-02, PNorm = 71.9197, GNorm = 0.6780, lr_0 = 9.6574e-04
Validation prc-auc = 0.027899
Epoch 699
Validation prc-auc = 0.027299
Epoch 700
Validation prc-auc = 0.028214
Epoch 701
Validation prc-auc = 0.028750
Epoch 702
Loss = 2.9029e-03, PNorm = 71.9497, GNorm = 0.0659, lr_0 = 9.6552e-04
Loss = 6.2069e-04, PNorm = 71.9531, GNorm = 0.0266, lr_0 = 9.6550e-04
Validation prc-auc = 0.029042
Epoch 703
Validation prc-auc = 0.029662
Epoch 704
Validation prc-auc = 0.028816
Epoch 705
Validation prc-auc = 0.028986
Epoch 706
Validation prc-auc = 0.028861
Epoch 707
Loss = 2.3508e-02, PNorm = 71.9871, GNorm = 0.7837, lr_0 = 9.6526e-04
Loss = 3.4565e-04, PNorm = 71.9889, GNorm = 0.0134, lr_0 = 9.6525e-04
Validation prc-auc = 0.028628
Epoch 708
Validation prc-auc = 0.028415
Epoch 709
Validation prc-auc = 0.028091
Epoch 710
Validation prc-auc = 0.027956
Epoch 711
Validation prc-auc = 0.027478
Epoch 712
Loss = 6.6382e-03, PNorm = 72.0086, GNorm = 0.2018, lr_0 = 9.6502e-04
Validation prc-auc = 0.027082
Epoch 713
Validation prc-auc = 0.027096
Epoch 714
Validation prc-auc = 0.027054
Epoch 715
Validation prc-auc = 0.026653
Epoch 716
Loss = 1.6198e-02, PNorm = 72.0341, GNorm = 1.7902, lr_0 = 9.6479e-04
Validation prc-auc = 0.026891
Epoch 717
Validation prc-auc = 0.026112
Epoch 718
Validation prc-auc = 0.024734
Epoch 719
Validation prc-auc = 0.024882
Epoch 720
Validation prc-auc = 0.026880
Epoch 721
Loss = 2.3911e-02, PNorm = 72.1023, GNorm = 0.2507, lr_0 = 9.6455e-04
Loss = 5.4880e-02, PNorm = 72.1125, GNorm = 2.9846, lr_0 = 9.6453e-04
Validation prc-auc = 0.026738
Epoch 722
Validation prc-auc = 0.025977
Epoch 723
Validation prc-auc = 0.025699
Epoch 724
Validation prc-auc = 0.026939
Epoch 725
Validation prc-auc = 0.027646
Epoch 726
Loss = 5.1007e-02, PNorm = 72.2528, GNorm = 1.0291, lr_0 = 9.6431e-04
Validation prc-auc = 0.027099
Epoch 727
Validation prc-auc = 0.025936
Epoch 728
Validation prc-auc = 0.026590
Epoch 729
Validation prc-auc = 0.026675
Epoch 730
Validation prc-auc = 0.026492
Epoch 731
Loss = 1.4626e-02, PNorm = 72.3578, GNorm = 0.6727, lr_0 = 9.6405e-04
Validation prc-auc = 0.026689
Epoch 732
Validation prc-auc = 0.025698
Epoch 733
Validation prc-auc = 0.024580
Epoch 734
Validation prc-auc = 0.026557
Epoch 735
Loss = 9.1520e-03, PNorm = 72.4711, GNorm = 0.1534, lr_0 = 9.6383e-04
Loss = 1.5343e-01, PNorm = 72.4914, GNorm = 6.3175, lr_0 = 9.6381e-04
Validation prc-auc = 0.032807
Epoch 736
Validation prc-auc = 0.033170
Epoch 737
Validation prc-auc = 0.032421
Epoch 738
Validation prc-auc = 0.032033
Epoch 739
Validation prc-auc = 0.032957
Epoch 740
Loss = 2.7273e-01, PNorm = 72.8821, GNorm = 2.3532, lr_0 = 9.6357e-04
Loss = 1.5821e-03, PNorm = 72.9062, GNorm = 0.0784, lr_0 = 9.6355e-04
Validation prc-auc = 0.035198
Epoch 741
Validation prc-auc = 0.035116
Epoch 742
Validation prc-auc = 0.034037
Epoch 743
Validation prc-auc = 0.032238
Epoch 744
Validation prc-auc = 0.030040
Epoch 745
Loss = 2.1429e-02, PNorm = 73.1283, GNorm = 0.4505, lr_0 = 9.6333e-04
Validation prc-auc = 0.028959
Epoch 746
Validation prc-auc = 0.028872
Epoch 747
Validation prc-auc = 0.028451
Epoch 748
Validation prc-auc = 0.027839
Epoch 749
Loss = 6.8296e-02, PNorm = 73.2676, GNorm = 0.5118, lr_0 = 9.6309e-04
Validation prc-auc = 0.026707
Epoch 750
Validation prc-auc = 0.025907
Epoch 751
Validation prc-auc = 0.025825
Epoch 752
Validation prc-auc = 0.025377
Epoch 753
Validation prc-auc = 0.025060
Epoch 754
Loss = 4.1062e-02, PNorm = 73.3802, GNorm = 0.4227, lr_0 = 9.6285e-04
Loss = 1.1484e-03, PNorm = 73.3869, GNorm = 0.0317, lr_0 = 9.6284e-04
Validation prc-auc = 0.025298
Epoch 755
Validation prc-auc = 0.025165
Epoch 756
Validation prc-auc = 0.024852
Epoch 757
Validation prc-auc = 0.024973
Epoch 758
Validation prc-auc = 0.025774
Epoch 759
Loss = 2.8554e-02, PNorm = 73.4792, GNorm = 0.8701, lr_0 = 9.6262e-04
Validation prc-auc = 0.025905
Epoch 760
Validation prc-auc = 0.023988
Epoch 761
Validation prc-auc = 0.024044
Epoch 762
Validation prc-auc = 0.024872
Epoch 763
Validation prc-auc = 0.026137
Epoch 764
Loss = 6.5891e-02, PNorm = 73.5730, GNorm = 1.2038, lr_0 = 9.6236e-04
Validation prc-auc = 0.027169
Epoch 765
Validation prc-auc = 0.027870
Epoch 766
Validation prc-auc = 0.029082
Epoch 767
Validation prc-auc = 0.024942
Epoch 768
Loss = 1.8273e-01, PNorm = 73.7787, GNorm = 2.0661, lr_0 = 9.6214e-04
Loss = 6.0502e-02, PNorm = 73.8027, GNorm = 2.1480, lr_0 = 9.6212e-04
Validation prc-auc = 0.022043
Epoch 769
Validation prc-auc = 0.022939
Epoch 770
Validation prc-auc = 0.025358
Epoch 771
Validation prc-auc = 0.028597
Epoch 772
Validation prc-auc = 0.030121
Epoch 773
Loss = 8.6634e-02, PNorm = 74.0978, GNorm = 0.8874, lr_0 = 9.6188e-04
Loss = 3.3497e-03, PNorm = 74.1164, GNorm = 0.0882, lr_0 = 9.6186e-04
Validation prc-auc = 0.030365
Epoch 774
Validation prc-auc = 0.031522
Epoch 775
Validation prc-auc = 0.034518
Epoch 776
Validation prc-auc = 0.034939
Epoch 777
Validation prc-auc = 0.034907
Epoch 778
Loss = 8.8584e-02, PNorm = 74.2851, GNorm = 1.6633, lr_0 = 9.6164e-04
Validation prc-auc = 0.033102
Epoch 779
Validation prc-auc = 0.030530
Epoch 780
Validation prc-auc = 0.029036
Epoch 781
Validation prc-auc = 0.028754
Epoch 782
Validation prc-auc = 0.029426
Epoch 783
Loss = 3.3930e-02, PNorm = 74.4034, GNorm = 0.8739, lr_0 = 9.6139e-04
Validation prc-auc = 0.029563
Epoch 784
Validation prc-auc = 0.028206
Epoch 785
Validation prc-auc = 0.029446
Epoch 786
Validation prc-auc = 0.029893
Epoch 787
Loss = 1.2799e-02, PNorm = 74.5076, GNorm = 0.4820, lr_0 = 9.6117e-04
Loss = 5.7383e-01, PNorm = 74.5173, GNorm = 12.7654, lr_0 = 9.6115e-04
Validation prc-auc = 0.029571
Epoch 788
Validation prc-auc = 0.027946
Epoch 789
Validation prc-auc = 0.030400
Epoch 790
Validation prc-auc = 0.032919
Epoch 791
Validation prc-auc = 0.033232
Epoch 792
Loss = 2.9061e-01, PNorm = 74.6935, GNorm = 3.9722, lr_0 = 9.6093e-04
Validation prc-auc = 0.035430
Epoch 793
Validation prc-auc = 0.035567
Epoch 794
Validation prc-auc = 0.038250
Epoch 795
Validation prc-auc = 0.037133
Epoch 796
Validation prc-auc = 0.040586
Epoch 797
Loss = 4.6531e-02, PNorm = 74.8772, GNorm = 1.2073, lr_0 = 9.6067e-04
Validation prc-auc = 0.039071
Epoch 798
Validation prc-auc = 0.035978
Epoch 799
Validation prc-auc = 0.033352
Epoch 800
Validation prc-auc = 0.034293
Epoch 801
Loss = 1.5721e-02, PNorm = 74.9826, GNorm = 0.2938, lr_0 = 9.6045e-04
Loss = 2.5225e-03, PNorm = 74.9885, GNorm = 0.1062, lr_0 = 9.6043e-04
Validation prc-auc = 0.031837
Epoch 802
Validation prc-auc = 0.031354
Epoch 803
Validation prc-auc = 0.030293
Epoch 804
Validation prc-auc = 0.029347
Epoch 805
Validation prc-auc = 0.029139
Epoch 806
Loss = 1.3510e-02, PNorm = 75.0644, GNorm = 0.1442, lr_0 = 9.6019e-04
Loss = 6.1748e-03, PNorm = 75.0730, GNorm = 0.3267, lr_0 = 9.6018e-04
Validation prc-auc = 0.027750
Epoch 807
Validation prc-auc = 0.028207
Epoch 808
Validation prc-auc = 0.028737
Epoch 809
Validation prc-auc = 0.028218
Epoch 810
Validation prc-auc = 0.028196
Epoch 811
Loss = 3.7413e-03, PNorm = 75.1652, GNorm = 0.2138, lr_0 = 9.5996e-04
Validation prc-auc = 0.027973
Epoch 812
Validation prc-auc = 0.027674
Epoch 813
Validation prc-auc = 0.028027
Epoch 814
Validation prc-auc = 0.027827
Epoch 815
Validation prc-auc = 0.028352
Epoch 816
Loss = 6.3296e-02, PNorm = 75.2343, GNorm = 1.4259, lr_0 = 9.5970e-04
Validation prc-auc = 0.029211
Epoch 817
Validation prc-auc = 0.027631
Epoch 818
Validation prc-auc = 0.028251
Epoch 819
Validation prc-auc = 0.027439
Epoch 820
Loss = 9.3058e-03, PNorm = 75.2808, GNorm = 0.1402, lr_0 = 9.5948e-04
Loss = 1.8600e-04, PNorm = 75.2841, GNorm = 0.0080, lr_0 = 9.5946e-04
Validation prc-auc = 0.027310
Epoch 821
Validation prc-auc = 0.027630
Epoch 822
Validation prc-auc = 0.026894
Epoch 823
Validation prc-auc = 0.025795
Epoch 824
Validation prc-auc = 0.025577
Epoch 825
Loss = 2.0260e-02, PNorm = 75.3280, GNorm = 0.6156, lr_0 = 9.5924e-04
Validation prc-auc = 0.025406
Epoch 826
Validation prc-auc = 0.024382
Epoch 827
Validation prc-auc = 0.024167
Epoch 828
Validation prc-auc = 0.023859
Epoch 829
Validation prc-auc = 0.023877
Epoch 830
Loss = 2.4509e-02, PNorm = 75.3681, GNorm = 0.9684, lr_0 = 9.5899e-04
Validation prc-auc = 0.023028
Epoch 831
Validation prc-auc = 0.022582
Epoch 832
Validation prc-auc = 0.022089
Epoch 833
Validation prc-auc = 0.021954
Epoch 834
Loss = 6.1656e-03, PNorm = 75.3962, GNorm = 0.2538, lr_0 = 9.5877e-04
Loss = 6.4145e-04, PNorm = 75.3978, GNorm = 0.0255, lr_0 = 9.5875e-04
Validation prc-auc = 0.021945
Epoch 835
Validation prc-auc = 0.022115
Epoch 836
Validation prc-auc = 0.022157
Epoch 837
Validation prc-auc = 0.022380
Epoch 838
Validation prc-auc = 0.022489
Epoch 839
Loss = 4.7075e-03, PNorm = 75.4192, GNorm = 0.0529, lr_0 = 9.5851e-04
Loss = 1.4084e-03, PNorm = 75.4205, GNorm = 0.0846, lr_0 = 9.5849e-04
Validation prc-auc = 0.022404
Epoch 840
Validation prc-auc = 0.022292
Epoch 841
Validation prc-auc = 0.022454
Epoch 842
Validation prc-auc = 0.022856
Epoch 843
Validation prc-auc = 0.023031
Epoch 844
Loss = 1.3688e-02, PNorm = 75.4358, GNorm = 0.4224, lr_0 = 9.5827e-04
Validation prc-auc = 0.023164
Epoch 845
Validation prc-auc = 0.023042
Epoch 846
Validation prc-auc = 0.023095
Epoch 847
Validation prc-auc = 0.023006
Epoch 848
Validation prc-auc = 0.023310
Epoch 849
Loss = 6.0354e-02, PNorm = 75.4761, GNorm = 1.3288, lr_0 = 9.5802e-04
Validation prc-auc = 0.023663
Epoch 850
Validation prc-auc = 0.024314
Epoch 851
Validation prc-auc = 0.023294
Epoch 852
Validation prc-auc = 0.022474
Epoch 853
Loss = 1.9258e-02, PNorm = 75.5897, GNorm = 0.7624, lr_0 = 9.5780e-04
Loss = 1.6226e-01, PNorm = 75.5967, GNorm = 7.0415, lr_0 = 9.5778e-04
Validation prc-auc = 0.022659
Epoch 854
Validation prc-auc = 0.024911
Epoch 855
Validation prc-auc = 0.026680
Epoch 856
Validation prc-auc = 0.027341
Epoch 857
Validation prc-auc = 0.026817
Epoch 858
Loss = 1.5318e-02, PNorm = 75.7775, GNorm = 0.6614, lr_0 = 9.5754e-04
Validation prc-auc = 0.025763
Epoch 859
Validation prc-auc = 0.026190
Epoch 860
Validation prc-auc = 0.026425
Epoch 861
Validation prc-auc = 0.025796
Epoch 862
Validation prc-auc = 0.025721
Epoch 863
Loss = 2.6767e-01, PNorm = 76.0044, GNorm = 2.6930, lr_0 = 9.5730e-04
Validation prc-auc = 0.024125
Epoch 864
Validation prc-auc = 0.021330
Epoch 865
Validation prc-auc = 0.020762
Epoch 866
Validation prc-auc = 0.020101
Epoch 867
Loss = 3.8125e-02, PNorm = 76.1709, GNorm = 0.4008, lr_0 = 9.5708e-04
Loss = 3.3241e-02, PNorm = 76.1821, GNorm = 1.7115, lr_0 = 9.5707e-04
Validation prc-auc = 0.019615
Epoch 868
Validation prc-auc = 0.019420
Epoch 869
Validation prc-auc = 0.018979
Epoch 870
Validation prc-auc = 0.019520
Epoch 871
Validation prc-auc = 0.020175
Epoch 872
Loss = 1.9970e-02, PNorm = 76.2924, GNorm = 1.4436, lr_0 = 9.5683e-04
Loss = 6.8346e-02, PNorm = 76.2999, GNorm = 3.3167, lr_0 = 9.5681e-04
Validation prc-auc = 0.020668
Epoch 873
Validation prc-auc = 0.021082
Epoch 874
Validation prc-auc = 0.021897
Epoch 875
Validation prc-auc = 0.023064
Epoch 876
Validation prc-auc = 0.024516
Epoch 877
Loss = 8.5187e-02, PNorm = 76.3904, GNorm = 1.6532, lr_0 = 9.5659e-04
Validation prc-auc = 0.023420
Epoch 878
Validation prc-auc = 0.022352
Epoch 879
Validation prc-auc = 0.021823
Epoch 880
Validation prc-auc = 0.022719
Epoch 881
Validation prc-auc = 0.025408
Epoch 882
Loss = 2.1254e-02, PNorm = 76.4643, GNorm = 0.7270, lr_0 = 9.5634e-04
Validation prc-auc = 0.025769
Epoch 883
Validation prc-auc = 0.024951
Epoch 884
Validation prc-auc = 0.023247
Epoch 885
Validation prc-auc = 0.022281
Epoch 886
Loss = 2.9761e-02, PNorm = 76.5131, GNorm = 0.8064, lr_0 = 9.5612e-04
Loss = 5.8870e-03, PNorm = 76.5168, GNorm = 0.4057, lr_0 = 9.5610e-04
Validation prc-auc = 0.021933
Epoch 887
Validation prc-auc = 0.021276
Epoch 888
Validation prc-auc = 0.021817
Epoch 889
Validation prc-auc = 0.022273
Epoch 890
Validation prc-auc = 0.023034
Epoch 891
Loss = 1.7031e-02, PNorm = 76.5617, GNorm = 0.5097, lr_0 = 9.5586e-04
Validation prc-auc = 0.023267
Epoch 892
Validation prc-auc = 0.023270
Epoch 893
Validation prc-auc = 0.023173
Epoch 894
Validation prc-auc = 0.023012
Epoch 895
Validation prc-auc = 0.023114
Epoch 896
Loss = 8.6725e-03, PNorm = 76.6003, GNorm = 0.2251, lr_0 = 9.5563e-04
Validation prc-auc = 0.023075
Epoch 897
Validation prc-auc = 0.023089
Epoch 898
Validation prc-auc = 0.023533
Epoch 899
Validation prc-auc = 0.023980
Epoch 900
Loss = 9.5886e-03, PNorm = 76.6415, GNorm = 0.4146, lr_0 = 9.5541e-04
Loss = 1.9268e-04, PNorm = 76.6467, GNorm = 0.0095, lr_0 = 9.5539e-04
Validation prc-auc = 0.024206
Epoch 901
Validation prc-auc = 0.024186
Epoch 902
Validation prc-auc = 0.024491
Epoch 903
Validation prc-auc = 0.025245
Epoch 904
Validation prc-auc = 0.025255
Epoch 905
Loss = 3.4993e-03, PNorm = 76.7054, GNorm = 0.0641, lr_0 = 9.5515e-04
Loss = 4.6261e-03, PNorm = 76.7089, GNorm = 0.2478, lr_0 = 9.5513e-04
Validation prc-auc = 0.025073
Epoch 906
Validation prc-auc = 0.024463
Epoch 907
Validation prc-auc = 0.023962
Epoch 908
Validation prc-auc = 0.023369
Epoch 909
Validation prc-auc = 0.022707
Epoch 910
Loss = 1.6593e-03, PNorm = 76.7576, GNorm = 0.0427, lr_0 = 9.5491e-04
Validation prc-auc = 0.022281
Epoch 911
Validation prc-auc = 0.022165
Epoch 912
Validation prc-auc = 0.022735
Epoch 913
Validation prc-auc = 0.022709
Epoch 914
Validation prc-auc = 0.022304
Epoch 915
Loss = 4.2595e-03, PNorm = 76.7911, GNorm = 0.2033, lr_0 = 9.5466e-04
Validation prc-auc = 0.022090
Epoch 916
Validation prc-auc = 0.021698
Epoch 917
Validation prc-auc = 0.021747
Epoch 918
Validation prc-auc = 0.021086
Epoch 919
Loss = 6.4546e-03, PNorm = 76.8083, GNorm = 0.3714, lr_0 = 9.5444e-04
Loss = 6.5972e-03, PNorm = 76.8092, GNorm = 0.3374, lr_0 = 9.5442e-04
Validation prc-auc = 0.020829
Epoch 920
Validation prc-auc = 0.020801
Epoch 921
Validation prc-auc = 0.020934
Epoch 922
Validation prc-auc = 0.020972
Epoch 923
Validation prc-auc = 0.020993
Epoch 924
Loss = 4.5952e-02, PNorm = 76.8312, GNorm = 1.1771, lr_0 = 9.5419e-04
Validation prc-auc = 0.021133
Epoch 925
Validation prc-auc = 0.021249
Epoch 926
Validation prc-auc = 0.021356
Epoch 927
Validation prc-auc = 0.021343
Epoch 928
Validation prc-auc = 0.021386
Epoch 929
Loss = 6.6568e-03, PNorm = 76.8494, GNorm = 0.3313, lr_0 = 9.5395e-04
Validation prc-auc = 0.021741
Epoch 930
Validation prc-auc = 0.021552
Epoch 931
Validation prc-auc = 0.021621
Epoch 932
Validation prc-auc = 0.021745
Epoch 933
Loss = 1.3505e-02, PNorm = 76.8608, GNorm = 0.2692, lr_0 = 9.5371e-04
Validation prc-auc = 0.021422
Epoch 934
Validation prc-auc = 0.021364
Epoch 935
Validation prc-auc = 0.021239
Epoch 936
Validation prc-auc = 0.021260
Epoch 937
Validation prc-auc = 0.021206
Epoch 938
Loss = 3.1515e-03, PNorm = 76.8766, GNorm = 0.1068, lr_0 = 9.5348e-04
Loss = 3.4833e-03, PNorm = 76.8779, GNorm = 0.3225, lr_0 = 9.5346e-04
Validation prc-auc = 0.021137
Epoch 939
Validation prc-auc = 0.020314
Epoch 940
Validation prc-auc = 0.019808
Epoch 941
Validation prc-auc = 0.019508
Epoch 942
Validation prc-auc = 0.019360
Epoch 943
Loss = 2.2647e-03, PNorm = 76.8997, GNorm = 0.0808, lr_0 = 9.5324e-04
Validation prc-auc = 0.019302
Epoch 944
Validation prc-auc = 0.019352
Epoch 945
Validation prc-auc = 0.019374
Epoch 946
Validation prc-auc = 0.019458
Epoch 947
Validation prc-auc = 0.019525
Epoch 948
Loss = 4.7215e-04, PNorm = 76.9127, GNorm = 0.0188, lr_0 = 9.5299e-04
Validation prc-auc = 0.019469
Epoch 949
Validation prc-auc = 0.019297
Epoch 950
Validation prc-auc = 0.019139
Epoch 951
Validation prc-auc = 0.019166
Epoch 952
Loss = 4.2592e-03, PNorm = 76.9286, GNorm = 0.2926, lr_0 = 9.5277e-04
Loss = 7.1115e-04, PNorm = 76.9296, GNorm = 0.0339, lr_0 = 9.5275e-04
Validation prc-auc = 0.019287
Epoch 953
Validation prc-auc = 0.019355
Epoch 954
Validation prc-auc = 0.019196
Epoch 955
Validation prc-auc = 0.019222
Epoch 956
Validation prc-auc = 0.019482
Epoch 957
Loss = 1.8500e-03, PNorm = 76.9440, GNorm = 0.0799, lr_0 = 9.5251e-04
Loss = 1.6675e-04, PNorm = 76.9448, GNorm = 0.0086, lr_0 = 9.5250e-04
Validation prc-auc = 0.019553
Epoch 958
Validation prc-auc = 0.019548
Epoch 959
Validation prc-auc = 0.019743
Epoch 960
Validation prc-auc = 0.019688
Epoch 961
Validation prc-auc = 0.019635
Epoch 962
Loss = 2.7854e-04, PNorm = 76.9545, GNorm = 0.0150, lr_0 = 9.5228e-04
Validation prc-auc = 0.019617
Epoch 963
Validation prc-auc = 0.019616
Epoch 964
Validation prc-auc = 0.019492
Epoch 965
Validation prc-auc = 0.019338
Epoch 966
Loss = 4.8084e-03, PNorm = 76.9833, GNorm = 0.0196, lr_0 = 9.5204e-04
Validation prc-auc = 0.019510
Epoch 967
Validation prc-auc = 0.019814
Epoch 968
Validation prc-auc = 0.020447
Epoch 969
Validation prc-auc = 0.021062
Epoch 970
Validation prc-auc = 0.021677
Epoch 971
Loss = 1.7724e-03, PNorm = 77.0185, GNorm = 0.1118, lr_0 = 9.5180e-04
Loss = 5.4520e-01, PNorm = 77.0211, GNorm = 7.2256, lr_0 = 9.5179e-04
Validation prc-auc = 0.022899
Epoch 972
Validation prc-auc = 0.024246
Epoch 973
Validation prc-auc = 0.026830
Epoch 974
Validation prc-auc = 0.026918
Epoch 975
Validation prc-auc = 0.026508
Epoch 976
Loss = 5.7747e-03, PNorm = 77.0963, GNorm = 0.2123, lr_0 = 9.5157e-04
Validation prc-auc = 0.024154
Epoch 977
Validation prc-auc = 0.022309
Epoch 978
Validation prc-auc = 0.019598
Epoch 979
Validation prc-auc = 0.019124
Epoch 980
Validation prc-auc = 0.019204
Epoch 981
Loss = 1.3048e-02, PNorm = 77.1960, GNorm = 0.4950, lr_0 = 9.5132e-04
Validation prc-auc = 0.019282
Epoch 982
Validation prc-auc = 0.019273
Epoch 983
Validation prc-auc = 0.019681
Epoch 984
Validation prc-auc = 0.019886
Epoch 985
Loss = 1.2501e-02, PNorm = 77.2637, GNorm = 1.0412, lr_0 = 9.5110e-04
Loss = 4.3327e-03, PNorm = 77.2682, GNorm = 0.2063, lr_0 = 9.5108e-04
Validation prc-auc = 0.019812
Epoch 986
Validation prc-auc = 0.019834
Epoch 987
Validation prc-auc = 0.020068
Epoch 988
Validation prc-auc = 0.020276
Epoch 989
Validation prc-auc = 0.020798
Epoch 990
Loss = 2.4026e-03, PNorm = 77.3213, GNorm = 0.0070, lr_0 = 9.5084e-04
Loss = 3.6892e-05, PNorm = 77.3238, GNorm = 0.0020, lr_0 = 9.5083e-04
Validation prc-auc = 0.020749
Epoch 991
Validation prc-auc = 0.020638
Epoch 992
Validation prc-auc = 0.020543
Epoch 993
Validation prc-auc = 0.020571
Epoch 994
Validation prc-auc = 0.020448
Epoch 995
Loss = 7.7324e-03, PNorm = 77.3558, GNorm = 0.2092, lr_0 = 9.5061e-04
Validation prc-auc = 0.020514
Epoch 996
Validation prc-auc = 0.020599
Epoch 997
Validation prc-auc = 0.020770
Epoch 998
Validation prc-auc = 0.021144
Epoch 999
Loss = 6.6641e-03, PNorm = 77.3823, GNorm = 0.0000, lr_0 = 9.5037e-04
Validation prc-auc = 0.021279
Epoch 1000
Validation prc-auc = 0.021273
Epoch 1001
Validation prc-auc = 0.021543
Epoch 1002
Validation prc-auc = 0.021550
Epoch 1003
Validation prc-auc = 0.022204
Epoch 1004
Loss = 1.2450e-03, PNorm = 77.4067, GNorm = 0.0580, lr_0 = 9.5014e-04
Loss = 3.4968e-06, PNorm = 77.4082, GNorm = 0.0002, lr_0 = 9.5012e-04
Validation prc-auc = 0.022358
Epoch 1005
Validation prc-auc = 0.022940
Epoch 1006
Validation prc-auc = 0.025287
Epoch 1007
Validation prc-auc = 0.027979
Epoch 1008
Validation prc-auc = 0.028318
Epoch 1009
Loss = 4.5396e-03, PNorm = 77.4333, GNorm = 0.1514, lr_0 = 9.4990e-04
Validation prc-auc = 0.024787
Epoch 1010
Validation prc-auc = 0.024038
Epoch 1011
Validation prc-auc = 0.028406
Epoch 1012
Validation prc-auc = 0.028488
Epoch 1013
Validation prc-auc = 0.027408
Epoch 1014
Loss = 1.8312e-01, PNorm = 77.6697, GNorm = 2.6348, lr_0 = 9.4965e-04
Validation prc-auc = 0.026894
Epoch 1015
Validation prc-auc = 0.026388
Epoch 1016
Validation prc-auc = 0.023424
Epoch 1017
Validation prc-auc = 0.021439
Epoch 1018
Loss = 2.2014e-02, PNorm = 77.9591, GNorm = 0.4359, lr_0 = 9.4943e-04
Loss = 4.0382e-04, PNorm = 77.9768, GNorm = 0.0221, lr_0 = 9.4941e-04
Validation prc-auc = 0.022248
Epoch 1019
Validation prc-auc = 0.022072
Epoch 1020
Validation prc-auc = 0.018967
Epoch 1021
Validation prc-auc = 0.017216
Epoch 1022
Validation prc-auc = 0.019933
Epoch 1023
Loss = 4.3184e-02, PNorm = 78.2170, GNorm = 1.1038, lr_0 = 9.4918e-04
Loss = 1.2254e-01, PNorm = 78.2378, GNorm = 4.8071, lr_0 = 9.4916e-04
Validation prc-auc = 0.024986
Epoch 1024
Validation prc-auc = 0.028926
Epoch 1025
Validation prc-auc = 0.035039
Epoch 1026
Validation prc-auc = 0.036368
Epoch 1027
Validation prc-auc = 0.037160
Epoch 1028
Loss = 2.4520e-02, PNorm = 78.5514, GNorm = 0.4631, lr_0 = 9.4894e-04
Validation prc-auc = 0.039057
Epoch 1029
Validation prc-auc = 0.039537
Epoch 1030
Validation prc-auc = 0.038966
Epoch 1031
Validation prc-auc = 0.037953
Epoch 1032
Validation prc-auc = 0.031669
Epoch 1033
Loss = 4.7646e-02, PNorm = 78.7526, GNorm = 1.1864, lr_0 = 9.4869e-04
Validation prc-auc = 0.029548
Epoch 1034
Validation prc-auc = 0.028450
Epoch 1035
Validation prc-auc = 0.027381
Epoch 1036
Validation prc-auc = 0.027217
Epoch 1037
Loss = 2.2565e-02, PNorm = 78.9156, GNorm = 0.6033, lr_0 = 9.4847e-04
Loss = 2.7252e-02, PNorm = 78.9251, GNorm = 1.5308, lr_0 = 9.4845e-04
Validation prc-auc = 0.026909
Epoch 1038
Validation prc-auc = 0.027534
Epoch 1039
Validation prc-auc = 0.027358
Epoch 1040
Validation prc-auc = 0.027148
Epoch 1041
Validation prc-auc = 0.027329
Epoch 1042
Loss = 3.0446e-02, PNorm = 79.0186, GNorm = 0.8788, lr_0 = 9.4823e-04
Validation prc-auc = 0.027025
Epoch 1043
Validation prc-auc = 0.026249
Epoch 1044
Validation prc-auc = 0.026143
Epoch 1045
Validation prc-auc = 0.026416
Epoch 1046
Validation prc-auc = 0.026577
Epoch 1047
Loss = 8.7579e-03, PNorm = 79.0925, GNorm = 0.3011, lr_0 = 9.4798e-04
Validation prc-auc = 0.026994
Epoch 1048
Validation prc-auc = 0.027297
Epoch 1049
Validation prc-auc = 0.027198
Epoch 1050
Validation prc-auc = 0.027068
Epoch 1051
Loss = 5.8805e-03, PNorm = 79.1356, GNorm = 0.5482, lr_0 = 9.4776e-04
Loss = 1.7723e-03, PNorm = 79.1382, GNorm = 0.0702, lr_0 = 9.4775e-04
Validation prc-auc = 0.026877
Epoch 1052
Validation prc-auc = 0.027135
Epoch 1053
Validation prc-auc = 0.027165
Epoch 1054
Validation prc-auc = 0.027343
Epoch 1055
Validation prc-auc = 0.028264
Epoch 1056
Loss = 1.5467e-02, PNorm = 79.1665, GNorm = 1.1050, lr_0 = 9.4751e-04
Loss = 8.0311e-05, PNorm = 79.1685, GNorm = 0.0046, lr_0 = 9.4749e-04
Validation prc-auc = 0.028638
Epoch 1057
Validation prc-auc = 0.028708
Epoch 1058
Validation prc-auc = 0.028442
Epoch 1059
Validation prc-auc = 0.028318
Epoch 1060
Validation prc-auc = 0.028098
Epoch 1061
Loss = 1.1908e-03, PNorm = 79.2099, GNorm = 0.0410, lr_0 = 9.4728e-04
Validation prc-auc = 0.028057
Epoch 1062
Validation prc-auc = 0.028092
Epoch 1063
Validation prc-auc = 0.028761
Epoch 1064
Validation prc-auc = 0.028780
Epoch 1065
Validation prc-auc = 0.029103
Epoch 1066
Loss = 2.6239e-04, PNorm = 79.2433, GNorm = 0.0062, lr_0 = 9.4702e-04
Validation prc-auc = 0.028646
Epoch 1067
Validation prc-auc = 0.027984
Epoch 1068
Validation prc-auc = 0.027726
Epoch 1069
Validation prc-auc = 0.027945
Epoch 1070
Loss = 3.8438e-02, PNorm = 79.2775, GNorm = 0.1457, lr_0 = 9.4681e-04
Loss = 3.0043e-04, PNorm = 79.2806, GNorm = 0.0127, lr_0 = 9.4679e-04
Validation prc-auc = 0.027469
Epoch 1071
Validation prc-auc = 0.027129
Epoch 1072
Validation prc-auc = 0.027102
Epoch 1073
Validation prc-auc = 0.027242
Epoch 1074
Validation prc-auc = 0.026069
Epoch 1075
Loss = 6.6656e-02, PNorm = 79.3146, GNorm = 1.7871, lr_0 = 9.4657e-04
Validation prc-auc = 0.025237
Epoch 1076
Validation prc-auc = 0.024849
Epoch 1077
Validation prc-auc = 0.024923
Epoch 1078
Validation prc-auc = 0.024727
Epoch 1079
Validation prc-auc = 0.025052
Epoch 1080
Loss = 1.1804e-03, PNorm = 79.3508, GNorm = 0.0318, lr_0 = 9.4632e-04
Validation prc-auc = 0.025351
Epoch 1081
Validation prc-auc = 0.025653
Epoch 1082
Validation prc-auc = 0.025853
Epoch 1083
Validation prc-auc = 0.026357
Epoch 1084
Loss = 3.7644e-02, PNorm = 79.4291, GNorm = 0.2964, lr_0 = 9.4610e-04
Loss = 2.5651e-02, PNorm = 79.4386, GNorm = 0.9490, lr_0 = 9.4608e-04
Validation prc-auc = 0.025802
Epoch 1085
Validation prc-auc = 0.026206
Epoch 1086
Validation prc-auc = 0.026224
Epoch 1087
Validation prc-auc = 0.026292
Epoch 1088
Validation prc-auc = 0.026360
Epoch 1089
Loss = 5.8698e-03, PNorm = 79.5448, GNorm = 0.2413, lr_0 = 9.4585e-04
Loss = 4.7383e-04, PNorm = 79.5503, GNorm = 0.0139, lr_0 = 9.4583e-04
Validation prc-auc = 0.026453
Epoch 1090
Validation prc-auc = 0.025980
Epoch 1091
Validation prc-auc = 0.025863
Epoch 1092
Validation prc-auc = 0.025645
Epoch 1093
Validation prc-auc = 0.025730
Epoch 1094
Loss = 1.2577e-02, PNorm = 79.6023, GNorm = 0.3955, lr_0 = 9.4561e-04
Validation prc-auc = 0.025801
Epoch 1095
Validation prc-auc = 0.025760
Epoch 1096
Validation prc-auc = 0.025312
Epoch 1097
Validation prc-auc = 0.024933
Epoch 1098
Validation prc-auc = 0.024805
Epoch 1099
Loss = 7.5016e-03, PNorm = 79.6443, GNorm = 0.1716, lr_0 = 9.4536e-04
Validation prc-auc = 0.024403
Epoch 1100
Validation prc-auc = 0.024409
Epoch 1101
Validation prc-auc = 0.024219
Epoch 1102
Validation prc-auc = 0.024044
Epoch 1103
Loss = 1.0388e-02, PNorm = 79.6674, GNorm = 0.5633, lr_0 = 9.4515e-04
Loss = 1.7054e-03, PNorm = 79.6690, GNorm = 0.0629, lr_0 = 9.4513e-04
Validation prc-auc = 0.024068
Epoch 1104
Validation prc-auc = 0.024215
Epoch 1105
Validation prc-auc = 0.024155
Epoch 1106
Validation prc-auc = 0.024064
Epoch 1107
Validation prc-auc = 0.024010
Epoch 1108
Loss = 4.6957e-03, PNorm = 79.6895, GNorm = 0.1639, lr_0 = 9.4489e-04
Validation prc-auc = 0.023951
Epoch 1109
Validation prc-auc = 0.023967
Epoch 1110
Validation prc-auc = 0.024134
Epoch 1111
Validation prc-auc = 0.024282
Epoch 1112
Validation prc-auc = 0.024432
Epoch 1113
Loss = 6.6504e-03, PNorm = 79.7085, GNorm = 0.1849, lr_0 = 9.4466e-04
Validation prc-auc = 0.024426
Epoch 1114
Validation prc-auc = 0.024546
Epoch 1115
Validation prc-auc = 0.024684
Epoch 1116
Validation prc-auc = 0.024869
Epoch 1117
Loss = 2.6658e-03, PNorm = 79.7263, GNorm = 0.1140, lr_0 = 9.4444e-04
Loss = 2.8661e-04, PNorm = 79.7274, GNorm = 0.0125, lr_0 = 9.4443e-04
Validation prc-auc = 0.025049
Epoch 1118
Validation prc-auc = 0.024988
Epoch 1119
Validation prc-auc = 0.025098
Epoch 1120
Validation prc-auc = 0.025405
Epoch 1121
Validation prc-auc = 0.025957
Epoch 1122
Loss = 3.6207e-03, PNorm = 79.7744, GNorm = 0.0974, lr_0 = 9.4419e-04
Loss = 2.4764e-04, PNorm = 79.7772, GNorm = 0.0144, lr_0 = 9.4417e-04
Validation prc-auc = 0.026340
Epoch 1123
Validation prc-auc = 0.026606
Epoch 1124
Validation prc-auc = 0.026595
Epoch 1125
Validation prc-auc = 0.026689
Epoch 1126
Validation prc-auc = 0.026650
Epoch 1127
Loss = 3.6655e-03, PNorm = 79.8009, GNorm = 0.1660, lr_0 = 9.4396e-04
Validation prc-auc = 0.026597
Epoch 1128
Validation prc-auc = 0.026747
Epoch 1129
Validation prc-auc = 0.026152
Epoch 1130
Validation prc-auc = 0.025648
Epoch 1131
Validation prc-auc = 0.025552
Epoch 1132
Loss = 1.0542e-03, PNorm = 79.8172, GNorm = 0.0428, lr_0 = 9.4371e-04
Validation prc-auc = 0.025359
Epoch 1133
Validation prc-auc = 0.024903
Epoch 1134
Validation prc-auc = 0.024147
Epoch 1135
Validation prc-auc = 0.025225
Epoch 1136
Loss = 1.2391e-03, PNorm = 79.8911, GNorm = 0.0081, lr_0 = 9.4349e-04
Loss = 2.6579e-02, PNorm = 79.9065, GNorm = 2.5022, lr_0 = 9.4347e-04
Validation prc-auc = 0.026664
Epoch 1137
Validation prc-auc = 0.026846
Epoch 1138
Validation prc-auc = 0.027247
Epoch 1139
Validation prc-auc = 0.026655
Epoch 1140
Validation prc-auc = 0.026390
Epoch 1141
Loss = 2.9160e-02, PNorm = 80.1034, GNorm = 1.1036, lr_0 = 9.4324e-04
Validation prc-auc = 0.025836
Epoch 1142
Validation prc-auc = 0.024630
Epoch 1143
Validation prc-auc = 0.023901
Epoch 1144
Validation prc-auc = 0.023320
Epoch 1145
Validation prc-auc = 0.022882
Epoch 1146
Loss = 1.8619e-01, PNorm = 80.2022, GNorm = 2.4086, lr_0 = 9.4300e-04
Validation prc-auc = 0.022580
Epoch 1147
Validation prc-auc = 0.022606
Epoch 1148
Validation prc-auc = 0.022811
Epoch 1149
Validation prc-auc = 0.023336
Epoch 1150
Loss = 2.7177e-02, PNorm = 80.2649, GNorm = 1.0963, lr_0 = 9.4279e-04
Loss = 1.0192e-02, PNorm = 80.2719, GNorm = 0.6186, lr_0 = 9.4277e-04
Validation prc-auc = 0.024735
Epoch 1151
Validation prc-auc = 0.025440
Epoch 1152
Validation prc-auc = 0.025882
Epoch 1153
Validation prc-auc = 0.026497
Epoch 1154
Validation prc-auc = 0.025960
Epoch 1155
Loss = 5.6135e-02, PNorm = 80.3592, GNorm = 1.2743, lr_0 = 9.4253e-04
Loss = 7.1541e-03, PNorm = 80.3660, GNorm = 0.7988, lr_0 = 9.4252e-04
Validation prc-auc = 0.025274
Epoch 1156
Validation prc-auc = 0.024939
Epoch 1157
Validation prc-auc = 0.024853
Epoch 1158
Validation prc-auc = 0.025454
Epoch 1159
Validation prc-auc = 0.025969
Epoch 1160
Loss = 1.9240e-03, PNorm = 80.4311, GNorm = 0.0674, lr_0 = 9.4230e-04
Validation prc-auc = 0.026638
Epoch 1161
Validation prc-auc = 0.026412
Epoch 1162
Validation prc-auc = 0.026305
Epoch 1163
Validation prc-auc = 0.026339
Epoch 1164
Validation prc-auc = 0.025417
Epoch 1165
Loss = 7.9523e-03, PNorm = 80.5278, GNorm = 0.4466, lr_0 = 9.4205e-04
Validation prc-auc = 0.024719
Epoch 1166
Validation prc-auc = 0.024374
Epoch 1167
Validation prc-auc = 0.024514
Epoch 1168
Validation prc-auc = 0.024724
Epoch 1169
Loss = 7.1007e-02, PNorm = 80.7251, GNorm = 0.8252, lr_0 = 9.4183e-04
Loss = 2.9275e-02, PNorm = 80.7400, GNorm = 1.3940, lr_0 = 9.4182e-04
Validation prc-auc = 0.024867
Epoch 1170
Validation prc-auc = 0.024863
Epoch 1171
Validation prc-auc = 0.024728
Epoch 1172
Validation prc-auc = 0.024302
Epoch 1173
Validation prc-auc = 0.023925
Epoch 1174
Loss = 5.8727e-03, PNorm = 80.9006, GNorm = 0.0823, lr_0 = 9.4158e-04
Validation prc-auc = 0.023719
Epoch 1175
Validation prc-auc = 0.023625
Epoch 1176
Validation prc-auc = 0.023677
Epoch 1177
Validation prc-auc = 0.023727
Epoch 1178
Validation prc-auc = 0.023904
Epoch 1179
Loss = 2.8726e-02, PNorm = 80.9735, GNorm = 0.8864, lr_0 = 9.4135e-04
Validation prc-auc = 0.023788
Epoch 1180
Validation prc-auc = 0.023416
Epoch 1181
Validation prc-auc = 0.024144
Epoch 1182
Validation prc-auc = 0.024322
Epoch 1183
Loss = 3.5765e-02, PNorm = 81.0520, GNorm = 6.3411, lr_0 = 9.4112e-04
Validation prc-auc = 0.024651
Epoch 1184
Validation prc-auc = 0.024414
Epoch 1185
Validation prc-auc = 0.024369
Epoch 1186
Validation prc-auc = 0.024750
Epoch 1187
Validation prc-auc = 0.024884
Epoch 1188
Loss = 7.6764e-02, PNorm = 81.1921, GNorm = 1.3198, lr_0 = 9.4088e-04
Loss = 1.8758e-04, PNorm = 81.1997, GNorm = 0.0057, lr_0 = 9.4087e-04
Validation prc-auc = 0.024393
Epoch 1189
Validation prc-auc = 0.024089
Epoch 1190
Validation prc-auc = 0.024060
Epoch 1191
Validation prc-auc = 0.024074
Epoch 1192
Validation prc-auc = 0.024223
Epoch 1193
Loss = 1.0254e-02, PNorm = 81.2913, GNorm = 0.3113, lr_0 = 9.4065e-04
Validation prc-auc = 0.024408
Epoch 1194
Validation prc-auc = 0.024665
Epoch 1195
Validation prc-auc = 0.024731
Epoch 1196
Validation prc-auc = 0.024691
Epoch 1197
Validation prc-auc = 0.024517
Epoch 1198
Loss = 8.0028e-02, PNorm = 81.4486, GNorm = 1.6699, lr_0 = 9.4040e-04
Validation prc-auc = 0.024491
Epoch 1199
Validation prc-auc = 0.024948
Epoch 1200
Validation prc-auc = 0.024852
Epoch 1201
Validation prc-auc = 0.022808
Epoch 1202
Loss = 2.3302e-02, PNorm = 81.6232, GNorm = 0.9129, lr_0 = 9.4018e-04
Loss = 1.3681e-02, PNorm = 81.6425, GNorm = 0.8296, lr_0 = 9.4016e-04
Validation prc-auc = 0.022728
Epoch 1203
Validation prc-auc = 0.023099
Epoch 1204
Validation prc-auc = 0.023145
Epoch 1205
Validation prc-auc = 0.022729
Epoch 1206
Validation prc-auc = 0.021556
Epoch 1207
Loss = 1.1698e-02, PNorm = 81.9043, GNorm = 0.3019, lr_0 = 9.3993e-04
Loss = 4.7640e-02, PNorm = 81.9192, GNorm = 2.8134, lr_0 = 9.3991e-04
Validation prc-auc = 0.020954
Epoch 1208
Validation prc-auc = 0.020427
Epoch 1209
Validation prc-auc = 0.020334
Epoch 1210
Validation prc-auc = 0.020393
Epoch 1211
Validation prc-auc = 0.021192
Epoch 1212
Loss = 1.4758e-01, PNorm = 82.1153, GNorm = 1.2724, lr_0 = 9.3970e-04
Validation prc-auc = 0.022200
Epoch 1213
Validation prc-auc = 0.023083
Epoch 1214
Validation prc-auc = 0.024302
Epoch 1215
Validation prc-auc = 0.024733
Epoch 1216
Loss = 1.1955e-02, PNorm = 82.2632, GNorm = 0.0269, lr_0 = 9.3946e-04
Validation prc-auc = 0.025033
Epoch 1217
Validation prc-auc = 0.025177
Epoch 1218
Validation prc-auc = 0.025064
Epoch 1219
Validation prc-auc = 0.024356
Epoch 1220
Validation prc-auc = 0.023920
Epoch 1221
Loss = 1.2406e-02, PNorm = 82.3534, GNorm = 0.1665, lr_0 = 9.3923e-04
Loss = 1.5210e-04, PNorm = 82.3581, GNorm = 0.0065, lr_0 = 9.3922e-04
Validation prc-auc = 0.023123
Epoch 1222
Validation prc-auc = 0.022690
Epoch 1223
Validation prc-auc = 0.022734
Epoch 1224
Validation prc-auc = 0.022945
Epoch 1225
Validation prc-auc = 0.023386
Epoch 1226
Loss = 2.3359e-03, PNorm = 82.4065, GNorm = 0.0651, lr_0 = 9.3900e-04
Validation prc-auc = 0.023367
Epoch 1227
Validation prc-auc = 0.022941
Epoch 1228
Validation prc-auc = 0.022372
Epoch 1229
Validation prc-auc = 0.022267
Epoch 1230
Validation prc-auc = 0.022064
Epoch 1231
Loss = 4.9747e-03, PNorm = 82.4908, GNorm = 0.1612, lr_0 = 9.3875e-04
Validation prc-auc = 0.021631
Epoch 1232
Validation prc-auc = 0.021268
Epoch 1233
Validation prc-auc = 0.020639
Epoch 1234
Validation prc-auc = 0.021261
Epoch 1235
Loss = 7.9203e-03, PNorm = 82.5457, GNorm = 0.2078, lr_0 = 9.3853e-04
Loss = 8.6960e-03, PNorm = 82.5498, GNorm = 0.3686, lr_0 = 9.3852e-04
Validation prc-auc = 0.021728
Epoch 1236
Validation prc-auc = 0.022157
Epoch 1237
Validation prc-auc = 0.022427
Epoch 1238
Validation prc-auc = 0.022619
Epoch 1239
Validation prc-auc = 0.022158
Epoch 1240
Loss = 5.2079e-02, PNorm = 82.6104, GNorm = 2.8229, lr_0 = 9.3828e-04
Loss = 2.4823e-01, PNorm = 82.6210, GNorm = 13.7959, lr_0 = 9.3827e-04
Validation prc-auc = 0.022419
Epoch 1241
Validation prc-auc = 0.022811
Epoch 1242
Validation prc-auc = 0.020580
Epoch 1243
Validation prc-auc = 0.021194
Epoch 1244
Validation prc-auc = 0.022007
Epoch 1245
Loss = 1.3159e-01, PNorm = 82.8825, GNorm = 2.5230, lr_0 = 9.3805e-04
Validation prc-auc = 0.022832
Epoch 1246
Validation prc-auc = 0.022825
Epoch 1247
Validation prc-auc = 0.022946
Epoch 1248
Validation prc-auc = 0.022834
Epoch 1249
Loss = 2.1787e-02, PNorm = 83.0835, GNorm = 0.0278, lr_0 = 9.3782e-04
Validation prc-auc = 0.022799
Epoch 1250
Validation prc-auc = 0.022955
Epoch 1251
Validation prc-auc = 0.022948
Epoch 1252
Validation prc-auc = 0.022999
Epoch 1253
Validation prc-auc = 0.023114
Epoch 1254
Loss = 1.6093e-02, PNorm = 83.1852, GNorm = 0.4624, lr_0 = 9.3758e-04
Loss = 4.3268e-02, PNorm = 83.1906, GNorm = 1.1912, lr_0 = 9.3757e-04
Validation prc-auc = 0.023446
Epoch 1255
Validation prc-auc = 0.023615
Epoch 1256
Validation prc-auc = 0.023584
Epoch 1257
Validation prc-auc = 0.023603
Epoch 1258
Validation prc-auc = 0.023620
Epoch 1259
Loss = 4.3421e-02, PNorm = 83.2414, GNorm = 0.8407, lr_0 = 9.3735e-04
Validation prc-auc = 0.023666
Epoch 1260
Validation prc-auc = 0.023632
Epoch 1261
Validation prc-auc = 0.022762
Epoch 1262
Validation prc-auc = 0.021993
Epoch 1263
Validation prc-auc = 0.021522
Epoch 1264
Loss = 8.8313e-03, PNorm = 83.2782, GNorm = 0.2991, lr_0 = 9.3710e-04
Validation prc-auc = 0.021361
Epoch 1265
Validation prc-auc = 0.021290
Epoch 1266
Validation prc-auc = 0.021135
Epoch 1267
Validation prc-auc = 0.021372
Epoch 1268
Loss = 8.1725e-02, PNorm = 83.3045, GNorm = 0.7764, lr_0 = 9.3689e-04
Loss = 2.4043e-04, PNorm = 83.3060, GNorm = 0.0089, lr_0 = 9.3687e-04
Validation prc-auc = 0.021611
Epoch 1269
Validation prc-auc = 0.022100
Epoch 1270
Validation prc-auc = 0.022414
Epoch 1271
Validation prc-auc = 0.022717
Epoch 1272
Validation prc-auc = 0.022986
Epoch 1273
Loss = 4.3444e-02, PNorm = 83.3360, GNorm = 1.2981, lr_0 = 9.3664e-04
Loss = 5.1946e-03, PNorm = 83.3385, GNorm = 0.3669, lr_0 = 9.3662e-04
Validation prc-auc = 0.023014
Epoch 1274
Validation prc-auc = 0.023092
Epoch 1275
Validation prc-auc = 0.023097
Epoch 1276
Validation prc-auc = 0.023185
Epoch 1277
Validation prc-auc = 0.022981
Epoch 1278
Loss = 1.4548e-02, PNorm = 83.3632, GNorm = 0.3952, lr_0 = 9.3641e-04
Validation prc-auc = 0.022868
Epoch 1279
Validation prc-auc = 0.022859
Epoch 1280
Validation prc-auc = 0.022668
Epoch 1281
Validation prc-auc = 0.022711
Epoch 1282
Validation prc-auc = 0.022946
Epoch 1283
Loss = 3.2184e-03, PNorm = 83.3928, GNorm = 0.1131, lr_0 = 9.3616e-04
Validation prc-auc = 0.023034
Epoch 1284
Validation prc-auc = 0.023019
Epoch 1285
Validation prc-auc = 0.023017
Epoch 1286
Validation prc-auc = 0.022859
Epoch 1287
Loss = 2.0721e-03, PNorm = 83.4198, GNorm = 0.0553, lr_0 = 9.3594e-04
Loss = 1.5900e-03, PNorm = 83.4217, GNorm = 0.0708, lr_0 = 9.3592e-04
Validation prc-auc = 0.022814
Epoch 1288
Validation prc-auc = 0.022905
Epoch 1289
Validation prc-auc = 0.022933
Epoch 1290
Validation prc-auc = 0.022799
Epoch 1291
Validation prc-auc = 0.022804
Epoch 1292
Loss = 2.3013e-02, PNorm = 83.4544, GNorm = 0.7589, lr_0 = 9.3571e-04
Validation prc-auc = 0.022825
Epoch 1293
Validation prc-auc = 0.022581
Epoch 1294
Validation prc-auc = 0.022437
Epoch 1295
Validation prc-auc = 0.022431
Epoch 1296
Validation prc-auc = 0.022789
Epoch 1297
Loss = 2.9559e-03, PNorm = 83.4873, GNorm = 0.0666, lr_0 = 9.3546e-04
Validation prc-auc = 0.023436
Epoch 1298
Validation prc-auc = 0.023743
Epoch 1299
Validation prc-auc = 0.023990
Epoch 1300
Validation prc-auc = 0.024865
Epoch 1301
Loss = 1.1431e-02, PNorm = 83.6276, GNorm = 0.3009, lr_0 = 9.3524e-04
Loss = 3.5701e-05, PNorm = 83.6404, GNorm = 0.0017, lr_0 = 9.3523e-04
Validation prc-auc = 0.025627
Epoch 1302
Validation prc-auc = 0.026335
Epoch 1303
Validation prc-auc = 0.026191
Epoch 1304
Validation prc-auc = 0.025804
Epoch 1305
Validation prc-auc = 0.025309
Epoch 1306
Loss = 7.7039e-03, PNorm = 83.7710, GNorm = 0.5078, lr_0 = 9.3499e-04
Loss = 2.5630e-06, PNorm = 83.7776, GNorm = 0.0001, lr_0 = 9.3498e-04
Validation prc-auc = 0.025097
Epoch 1307
Validation prc-auc = 0.024728
Epoch 1308
Validation prc-auc = 0.024442
Epoch 1309
Validation prc-auc = 0.024169
Epoch 1310
Validation prc-auc = 0.023743
Epoch 1311
Loss = 4.4781e-03, PNorm = 83.8397, GNorm = 0.1465, lr_0 = 9.3476e-04
Validation prc-auc = 0.023646
Epoch 1312
Validation prc-auc = 0.023587
Epoch 1313
Validation prc-auc = 0.023301
Epoch 1314
Validation prc-auc = 0.022886
Epoch 1315
Validation prc-auc = 0.022547
Epoch 1316
Loss = 5.9481e-03, PNorm = 83.8945, GNorm = 0.2322, lr_0 = 9.3451e-04
Validation prc-auc = 0.022270
Epoch 1317
Validation prc-auc = 0.022214
Epoch 1318
Validation prc-auc = 0.022198
Epoch 1319
Validation prc-auc = 0.022242
Epoch 1320
Loss = 1.8507e-03, PNorm = 83.9332, GNorm = 0.1140, lr_0 = 9.3430e-04
Loss = 6.6592e-01, PNorm = 83.9352, GNorm = 7.9230, lr_0 = 9.3428e-04
Validation prc-auc = 0.022659
Epoch 1321
Validation prc-auc = 0.023010
Epoch 1322
Validation prc-auc = 0.023854
Epoch 1323
Validation prc-auc = 0.024504
Epoch 1324
Validation prc-auc = 0.024948
Epoch 1325
Loss = 8.9773e-04, PNorm = 84.0504, GNorm = 0.0359, lr_0 = 9.3407e-04
Validation prc-auc = 0.025249
Epoch 1326
Validation prc-auc = 0.025420
Epoch 1327
Validation prc-auc = 0.025227
Epoch 1328
Validation prc-auc = 0.025267
Epoch 1329
Validation prc-auc = 0.025278
Epoch 1330
Loss = 5.7246e-02, PNorm = 84.1587, GNorm = 1.0220, lr_0 = 9.3382e-04
Validation prc-auc = 0.025498
Epoch 1331
Validation prc-auc = 0.026445
Epoch 1332
Validation prc-auc = 0.027218
Epoch 1333
Validation prc-auc = 0.028022
Epoch 1334
Loss = 7.0701e-03, PNorm = 84.2251, GNorm = 0.2118, lr_0 = 9.3360e-04
Loss = 2.6034e-04, PNorm = 84.2291, GNorm = 0.0133, lr_0 = 9.3359e-04
Validation prc-auc = 0.027924
Epoch 1335
Validation prc-auc = 0.028066
Epoch 1336
Validation prc-auc = 0.027756
Epoch 1337
Validation prc-auc = 0.027480
Epoch 1338
Validation prc-auc = 0.027109
Epoch 1339
Loss = 5.0570e-03, PNorm = 84.2705, GNorm = 0.0538, lr_0 = 9.3336e-04
Loss = 4.0728e-03, PNorm = 84.2737, GNorm = 0.1682, lr_0 = 9.3334e-04
Validation prc-auc = 0.026835
Epoch 1340
Validation prc-auc = 0.026813
Epoch 1341
Validation prc-auc = 0.026522
Epoch 1342
Validation prc-auc = 0.026300
Epoch 1343
Validation prc-auc = 0.026263
Epoch 1344
Loss = 5.0526e-03, PNorm = 84.3128, GNorm = 0.1853, lr_0 = 9.3312e-04
Validation prc-auc = 0.026281
Epoch 1345
Validation prc-auc = 0.025650
Epoch 1346
Validation prc-auc = 0.025365
Epoch 1347
Validation prc-auc = 0.025149
Epoch 1348
Validation prc-auc = 0.024852
Epoch 1349
Loss = 1.4790e-03, PNorm = 84.3411, GNorm = 0.0439, lr_0 = 9.3288e-04
Validation prc-auc = 0.024653
Epoch 1350
Validation prc-auc = 0.024353
Epoch 1351
Validation prc-auc = 0.024038
Epoch 1352
Validation prc-auc = 0.023797
Epoch 1353
Loss = 1.9692e-03, PNorm = 84.3733, GNorm = 0.0615, lr_0 = 9.3266e-04
Loss = 1.1941e-05, PNorm = 84.3757, GNorm = 0.0006, lr_0 = 9.3264e-04
Validation prc-auc = 0.023614
Epoch 1354
Validation prc-auc = 0.023586
Epoch 1355
Validation prc-auc = 0.023680
Epoch 1356
Validation prc-auc = 0.023528
Epoch 1357
Validation prc-auc = 0.023393
Epoch 1358
Loss = 1.6094e-03, PNorm = 84.4017, GNorm = 0.0231, lr_0 = 9.3241e-04
Validation prc-auc = 0.023293
Epoch 1359
Validation prc-auc = 0.023349
Epoch 1360
Validation prc-auc = 0.023505
Epoch 1361
Validation prc-auc = 0.023898
Epoch 1362
Validation prc-auc = 0.023993
Epoch 1363
Loss = 2.8320e-01, PNorm = 84.4172, GNorm = 1.5793, lr_0 = 9.3218e-04
Validation prc-auc = 0.023935
Epoch 1364
Validation prc-auc = 0.023840
Epoch 1365
Validation prc-auc = 0.024022
Epoch 1366
Validation prc-auc = 0.024182
Epoch 1367
Loss = 8.1956e-03, PNorm = 84.4519, GNorm = 0.7950, lr_0 = 9.3197e-04
Loss = 9.2930e-03, PNorm = 84.4568, GNorm = 0.6221, lr_0 = 9.3195e-04
Validation prc-auc = 0.024040
Epoch 1368
Validation prc-auc = 0.023487
Epoch 1369
Validation prc-auc = 0.023352
Epoch 1370
Validation prc-auc = 0.023312
Epoch 1371
Validation prc-auc = 0.023358
Epoch 1372
Loss = 1.6434e-03, PNorm = 84.5088, GNorm = 0.0838, lr_0 = 9.3172e-04
Loss = 1.7696e-04, PNorm = 84.5110, GNorm = 0.0070, lr_0 = 9.3170e-04
Validation prc-auc = 0.023505
Epoch 1373
Validation prc-auc = 0.023687
Epoch 1374
Validation prc-auc = 0.023629
Epoch 1375
Validation prc-auc = 0.023337
Epoch 1376
Validation prc-auc = 0.023376
Epoch 1377
Loss = 2.7618e-02, PNorm = 84.5287, GNorm = 0.6403, lr_0 = 9.3149e-04
Validation prc-auc = 0.023208
Epoch 1378
Validation prc-auc = 0.022776
Epoch 1379
Validation prc-auc = 0.022465
Epoch 1380
Validation prc-auc = 0.022375
Epoch 1381
Validation prc-auc = 0.022531
Epoch 1382
Loss = 1.6742e-03, PNorm = 84.5491, GNorm = 0.0578, lr_0 = 9.3124e-04
Validation prc-auc = 0.022522
Epoch 1383
Validation prc-auc = 0.022556
Epoch 1384
Validation prc-auc = 0.022395
Epoch 1385
Validation prc-auc = 0.022243
Epoch 1386
Loss = 1.8808e-03, PNorm = 84.5637, GNorm = 0.0122, lr_0 = 9.3102e-04
Loss = 7.4101e-04, PNorm = 84.5651, GNorm = 0.0337, lr_0 = 9.3101e-04
Validation prc-auc = 0.021476
Epoch 1387
Validation prc-auc = 0.021274
Epoch 1388
Validation prc-auc = 0.021581
Epoch 1389
Validation prc-auc = 0.021540
Epoch 1390
Validation prc-auc = 0.022069
Epoch 1391
Loss = 1.1637e-03, PNorm = 84.5921, GNorm = 0.0236, lr_0 = 9.3078e-04
Validation prc-auc = 0.023306
Epoch 1392
Validation prc-auc = 0.023575
Epoch 1393
Validation prc-auc = 0.024121
Epoch 1394
Validation prc-auc = 0.024675
Epoch 1395
Validation prc-auc = 0.025092
Epoch 1396
Loss = 1.3024e-03, PNorm = 84.6241, GNorm = 0.0557, lr_0 = 9.3055e-04
Validation prc-auc = 0.025327
Epoch 1397
Validation prc-auc = 0.025725
Epoch 1398
Validation prc-auc = 0.025881
Epoch 1399
Validation prc-auc = 0.025981
Epoch 1400
Loss = 5.4199e-04, PNorm = 84.6411, GNorm = 0.0276, lr_0 = 9.3033e-04
Loss = 4.2119e-05, PNorm = 84.6419, GNorm = 0.0022, lr_0 = 9.3032e-04
Validation prc-auc = 0.026020
Epoch 1401
Validation prc-auc = 0.026062
Epoch 1402
Validation prc-auc = 0.026025
Epoch 1403
Validation prc-auc = 0.026044
Epoch 1404
Validation prc-auc = 0.026157
Epoch 1405
Loss = 8.3220e-04, PNorm = 84.6531, GNorm = 0.0526, lr_0 = 9.3008e-04
Loss = 4.2227e-04, PNorm = 84.6536, GNorm = 0.0298, lr_0 = 9.3007e-04
Validation prc-auc = 0.026173
Epoch 1406
Validation prc-auc = 0.026105
Epoch 1407
Validation prc-auc = 0.026057
Epoch 1408
Validation prc-auc = 0.026025
Epoch 1409
Validation prc-auc = 0.026024
Epoch 1410
Loss = 9.8838e-03, PNorm = 84.6624, GNorm = 0.5531, lr_0 = 9.2985e-04
Validation prc-auc = 0.025997
Epoch 1411
Validation prc-auc = 0.025961
Epoch 1412
Validation prc-auc = 0.025746
Epoch 1413
Validation prc-auc = 0.025608
Epoch 1414
Validation prc-auc = 0.025268
Epoch 1415
Loss = 8.3902e-04, PNorm = 84.6777, GNorm = 0.0442, lr_0 = 9.2961e-04
Validation prc-auc = 0.025123
Epoch 1416
Validation prc-auc = 0.025090
Epoch 1417
Validation prc-auc = 0.025031
Epoch 1418
Validation prc-auc = 0.025199
Epoch 1419
Loss = 1.0439e-03, PNorm = 84.7033, GNorm = 0.0844, lr_0 = 9.2939e-04
Loss = 7.0783e-05, PNorm = 84.7050, GNorm = 0.0030, lr_0 = 9.2938e-04
Validation prc-auc = 0.025452
Epoch 1420
Validation prc-auc = 0.025649
Epoch 1421
Validation prc-auc = 0.025683
Epoch 1422
Validation prc-auc = 0.025780
Epoch 1423
Validation prc-auc = 0.025874
Epoch 1424
Loss = 1.7268e-02, PNorm = 84.7226, GNorm = 1.0815, lr_0 = 9.2914e-04
Validation prc-auc = 0.025691
Epoch 1425
Validation prc-auc = 0.025588
Epoch 1426
Validation prc-auc = 0.025621
Epoch 1427
Validation prc-auc = 0.025663
Epoch 1428
Validation prc-auc = 0.026481
Epoch 1429
Loss = 1.3453e-03, PNorm = 84.7405, GNorm = 0.0494, lr_0 = 9.2891e-04
Validation prc-auc = 0.027794
Epoch 1430
Validation prc-auc = 0.029265
Epoch 1431
Validation prc-auc = 0.029834
Epoch 1432
Validation prc-auc = 0.029254
Epoch 1433
Loss = 2.0510e-03, PNorm = 84.7907, GNorm = 0.0852, lr_0 = 9.2868e-04
Validation prc-auc = 0.029238
Epoch 1434
Validation prc-auc = 0.029445
Epoch 1435
Validation prc-auc = 0.028985
Epoch 1436
Validation prc-auc = 0.028705
Epoch 1437
Validation prc-auc = 0.028249
Epoch 1438
Loss = 6.3839e-03, PNorm = 84.8295, GNorm = 0.2634, lr_0 = 9.2845e-04
Loss = 1.2802e-04, PNorm = 84.8320, GNorm = 0.0055, lr_0 = 9.2844e-04
Validation prc-auc = 0.027592
Epoch 1439
Validation prc-auc = 0.027073
Epoch 1440
Validation prc-auc = 0.027012
Epoch 1441
Validation prc-auc = 0.026886
Epoch 1442
Validation prc-auc = 0.027139
Epoch 1443
Loss = 3.4695e-03, PNorm = 84.8553, GNorm = 0.2817, lr_0 = 9.2822e-04
Validation prc-auc = 0.026997
Epoch 1444
Validation prc-auc = 0.027888
Epoch 1445
Validation prc-auc = 0.028381
Epoch 1446
Validation prc-auc = 0.028658
Epoch 1447
Validation prc-auc = 0.029336
Epoch 1448
Loss = 1.5637e-01, PNorm = 84.8756, GNorm = 1.9472, lr_0 = 9.2798e-04
Validation prc-auc = 0.029350
Epoch 1449
Validation prc-auc = 0.029044
Epoch 1450
Validation prc-auc = 0.029241
Epoch 1451
Validation prc-auc = 0.029096
Epoch 1452
Loss = 3.2446e-03, PNorm = 84.9082, GNorm = 0.1726, lr_0 = 9.2776e-04
Loss = 9.3744e-03, PNorm = 84.9103, GNorm = 0.5912, lr_0 = 9.2775e-04
Validation prc-auc = 0.029115
Epoch 1453
Validation prc-auc = 0.029285
Epoch 1454
Validation prc-auc = 0.029553
Epoch 1455
Validation prc-auc = 0.029619
Epoch 1456
Validation prc-auc = 0.029713
Epoch 1457
Loss = 1.5424e-03, PNorm = 84.9313, GNorm = 0.0493, lr_0 = 9.2752e-04
Loss = 1.2142e-03, PNorm = 84.9323, GNorm = 0.0491, lr_0 = 9.2750e-04
Validation prc-auc = 0.029630
Epoch 1458
Validation prc-auc = 0.029842
Epoch 1459
Validation prc-auc = 0.029914
Epoch 1460
Validation prc-auc = 0.030217
Epoch 1461
Validation prc-auc = 0.029870
Epoch 1462
Loss = 3.2617e-02, PNorm = 84.9432, GNorm = 1.6938, lr_0 = 9.2729e-04
Validation prc-auc = 0.029009
Epoch 1463
Validation prc-auc = 0.028187
Epoch 1464
Validation prc-auc = 0.027490
Epoch 1465
Validation prc-auc = 0.026675
Epoch 1466
Loss = 9.1143e-04, PNorm = 84.9648, GNorm = 0.0195, lr_0 = 9.2706e-04
Validation prc-auc = 0.026593
Epoch 1467
Validation prc-auc = 0.026328
Epoch 1468
Validation prc-auc = 0.026352
Epoch 1469
Validation prc-auc = 0.026262
Epoch 1470
Validation prc-auc = 0.026159
Epoch 1471
Loss = 1.6545e-02, PNorm = 84.9808, GNorm = 0.0121, lr_0 = 9.2683e-04
Loss = 1.6821e-04, PNorm = 84.9817, GNorm = 0.0126, lr_0 = 9.2681e-04
Validation prc-auc = 0.026750
Epoch 1472
Validation prc-auc = 0.027070
Epoch 1473
Validation prc-auc = 0.027240
Epoch 1474
Validation prc-auc = 0.027333
Epoch 1475
Validation prc-auc = 0.027379
Epoch 1476
Loss = 2.0489e-03, PNorm = 85.0021, GNorm = 0.0818, lr_0 = 9.2660e-04
Validation prc-auc = 0.027444
Epoch 1477
Validation prc-auc = 0.027744
Epoch 1478
Validation prc-auc = 0.028332
Epoch 1479
Validation prc-auc = 0.027998
Epoch 1480
Validation prc-auc = 0.027795
Epoch 1481
Loss = 1.9059e-02, PNorm = 85.0297, GNorm = 0.6492, lr_0 = 9.2635e-04
Validation prc-auc = 0.027859
Epoch 1482
Validation prc-auc = 0.027626
Epoch 1483
Validation prc-auc = 0.027535
Epoch 1484
Validation prc-auc = 0.027191
Epoch 1485
Loss = 1.0556e-03, PNorm = 85.0466, GNorm = 0.0397, lr_0 = 9.2614e-04
Loss = 6.1015e-03, PNorm = 85.0477, GNorm = 0.2480, lr_0 = 9.2612e-04
Validation prc-auc = 0.026956
Epoch 1486
Validation prc-auc = 0.026674
Epoch 1487
Validation prc-auc = 0.026521
Epoch 1488
Validation prc-auc = 0.025667
Epoch 1489
Validation prc-auc = 0.024336
Epoch 1490
Loss = 1.5984e-03, PNorm = 85.1114, GNorm = 0.0637, lr_0 = 9.2589e-04
Loss = 1.3748e-04, PNorm = 85.1224, GNorm = 0.0106, lr_0 = 9.2587e-04
Validation prc-auc = 0.022443
Epoch 1491
Validation prc-auc = 0.021826
Epoch 1492
Validation prc-auc = 0.022277
Epoch 1493
Validation prc-auc = 0.022694
Epoch 1494
Validation prc-auc = 0.022689
Epoch 1495
Loss = 6.4698e-02, PNorm = 85.2948, GNorm = 2.0770, lr_0 = 9.2566e-04
Validation prc-auc = 0.023161
Epoch 1496
Validation prc-auc = 0.022261
Epoch 1497
Validation prc-auc = 0.021873
Epoch 1498
Validation prc-auc = 0.021856
Epoch 1499
Loss = 1.3471e-02, PNorm = 85.4438, GNorm = 0.0023, lr_0 = 9.2543e-04
Validation prc-auc = 0.022181
Epoch 1500
Validation prc-auc = 0.022801
Epoch 1501
Validation prc-auc = 0.022960
Epoch 1502
Validation prc-auc = 0.023121
Epoch 1503
Validation prc-auc = 0.023036
Epoch 1504
Loss = 1.6290e-02, PNorm = 85.5274, GNorm = 1.2045, lr_0 = 9.2520e-04
Loss = 3.0954e-04, PNorm = 85.5325, GNorm = 0.0200, lr_0 = 9.2518e-04
Validation prc-auc = 0.022510
Epoch 1505
Validation prc-auc = 0.022275
Epoch 1506
Validation prc-auc = 0.022058
Epoch 1507
Validation prc-auc = 0.022125
Epoch 1508
Validation prc-auc = 0.022617
Epoch 1509
Loss = 8.2731e-04, PNorm = 85.5948, GNorm = 0.0298, lr_0 = 9.2497e-04
Validation prc-auc = 0.023724
Epoch 1510
Validation prc-auc = 0.024570
Epoch 1511
Validation prc-auc = 0.025532
Epoch 1512
Validation prc-auc = 0.025445
Epoch 1513
Validation prc-auc = 0.025485
Epoch 1514
Loss = 1.0888e-03, PNorm = 85.6458, GNorm = 0.0375, lr_0 = 9.2472e-04
Validation prc-auc = 0.025467
Epoch 1515
Validation prc-auc = 0.025456
Epoch 1516
Validation prc-auc = 0.025637
Epoch 1517
Validation prc-auc = 0.025840
Epoch 1518
Loss = 9.8268e-04, PNorm = 85.6703, GNorm = 0.0197, lr_0 = 9.2451e-04
Loss = 3.7601e-04, PNorm = 85.6718, GNorm = 0.0289, lr_0 = 9.2449e-04
Validation prc-auc = 0.026035
Epoch 1519
Validation prc-auc = 0.026170
Epoch 1520
Validation prc-auc = 0.025917
Epoch 1521
Validation prc-auc = 0.025679
Epoch 1522
Validation prc-auc = 0.025614
Epoch 1523
Loss = 8.3492e-03, PNorm = 85.7064, GNorm = 0.3073, lr_0 = 9.2427e-04
Loss = 9.7597e-03, PNorm = 85.7097, GNorm = 0.3700, lr_0 = 9.2425e-04
Validation prc-auc = 0.025300
Epoch 1524
Validation prc-auc = 0.025412
Epoch 1525
Validation prc-auc = 0.025153
Epoch 1526
Validation prc-auc = 0.025063
Epoch 1527
Validation prc-auc = 0.025029
Epoch 1528
Loss = 1.9831e-03, PNorm = 85.7561, GNorm = 0.0641, lr_0 = 9.2404e-04
Validation prc-auc = 0.024921
Epoch 1529
Validation prc-auc = 0.024818
Epoch 1530
Validation prc-auc = 0.024744
Epoch 1531
Validation prc-auc = 0.024548
Epoch 1532
Validation prc-auc = 0.024296
Epoch 1533
Loss = 8.3029e-03, PNorm = 85.7941, GNorm = 0.3970, lr_0 = 9.2379e-04
Validation prc-auc = 0.023967
Epoch 1534
Validation prc-auc = 0.024121
Epoch 1535
Validation prc-auc = 0.024251
Epoch 1536
Validation prc-auc = 0.024546
Epoch 1537
Loss = 7.4476e-03, PNorm = 85.8197, GNorm = 0.0709, lr_0 = 9.2358e-04
Loss = 6.1504e-04, PNorm = 85.8217, GNorm = 0.0354, lr_0 = 9.2356e-04
Validation prc-auc = 0.024545
Epoch 1538
Validation prc-auc = 0.024761
Epoch 1539
Validation prc-auc = 0.024765
Epoch 1540
Validation prc-auc = 0.024786
Epoch 1541
Validation prc-auc = 0.024957
Epoch 1542
Loss = 1.0706e-01, PNorm = 85.8444, GNorm = 0.9580, lr_0 = 9.2335e-04
Validation prc-auc = 0.024970
Epoch 1543
Validation prc-auc = 0.025303
Epoch 1544
Validation prc-auc = 0.025795
Epoch 1545
Validation prc-auc = 0.025957
Epoch 1546
Validation prc-auc = 0.026329
Epoch 1547
Loss = 1.4594e-03, PNorm = 85.8797, GNorm = 0.0653, lr_0 = 9.2310e-04
Validation prc-auc = 0.026431
Epoch 1548
Validation prc-auc = 0.026667
Epoch 1549
Validation prc-auc = 0.026461
Epoch 1550
Validation prc-auc = 0.026426
Epoch 1551
Loss = 5.0749e-04, PNorm = 85.8953, GNorm = 0.0068, lr_0 = 9.2289e-04
Loss = 1.1294e-04, PNorm = 85.8963, GNorm = 0.0068, lr_0 = 9.2287e-04
Validation prc-auc = 0.026512
Epoch 1552
Validation prc-auc = 0.025782
Epoch 1553
Validation prc-auc = 0.025173
Epoch 1554
Validation prc-auc = 0.025351
Epoch 1555
Validation prc-auc = 0.025182
Epoch 1556
Loss = 2.5083e-02, PNorm = 85.9256, GNorm = 0.1580, lr_0 = 9.2264e-04
Loss = 1.6829e-02, PNorm = 85.9293, GNorm = 0.9825, lr_0 = 9.2263e-04
Validation prc-auc = 0.024622
Epoch 1557
Validation prc-auc = 0.024972
Epoch 1558
Validation prc-auc = 0.026490
Epoch 1559
Validation prc-auc = 0.031240
Epoch 1560
Validation prc-auc = 0.034052
Epoch 1561
Loss = 9.6300e-02, PNorm = 86.0584, GNorm = 4.0472, lr_0 = 9.2242e-04
Validation prc-auc = 0.037270
Epoch 1562
Validation prc-auc = 0.036279
Epoch 1563
Validation prc-auc = 0.034081
Epoch 1564
Validation prc-auc = 0.034049
Epoch 1565
Validation prc-auc = 0.034653
Epoch 1566
Loss = 5.4415e-04, PNorm = 86.2227, GNorm = 0.0236, lr_0 = 9.2217e-04
Validation prc-auc = 0.035323
Epoch 1567
Validation prc-auc = 0.033978
Epoch 1568
Validation prc-auc = 0.032856
Epoch 1569
Validation prc-auc = 0.032398
Epoch 1570
Loss = 4.9047e-02, PNorm = 86.3242, GNorm = 0.0805, lr_0 = 9.2196e-04
Loss = 1.7880e-02, PNorm = 86.3348, GNorm = 0.9345, lr_0 = 9.2194e-04
Validation prc-auc = 0.033320
Epoch 1571
Validation prc-auc = 0.034448
Epoch 1572
Validation prc-auc = 0.034213
Epoch 1573
Validation prc-auc = 0.034589
Epoch 1574
Validation prc-auc = 0.033256
Epoch 1575
Loss = 4.4378e-02, PNorm = 86.4455, GNorm = 1.2712, lr_0 = 9.2173e-04
Validation prc-auc = 0.031290
Epoch 1576
Validation prc-auc = 0.028610
Epoch 1577
Validation prc-auc = 0.027354
Epoch 1578
Validation prc-auc = 0.027787
Epoch 1579
Validation prc-auc = 0.028715
Epoch 1580
Loss = 8.0734e-02, PNorm = 86.5276, GNorm = 1.6091, lr_0 = 9.2148e-04
Validation prc-auc = 0.028406
Epoch 1581
Validation prc-auc = 0.028069
Epoch 1582
Validation prc-auc = 0.027307
Epoch 1583
Validation prc-auc = 0.027338
Epoch 1584
Loss = 6.6542e-03, PNorm = 86.6722, GNorm = 0.0981, lr_0 = 9.2127e-04
Loss = 6.3955e-02, PNorm = 86.6827, GNorm = 4.3245, lr_0 = 9.2125e-04
Validation prc-auc = 0.026845
Epoch 1585
Validation prc-auc = 0.026823
Epoch 1586
Validation prc-auc = 0.029555
Epoch 1587
Validation prc-auc = 0.030076
Epoch 1588
Validation prc-auc = 0.029657
Epoch 1589
Loss = 2.3754e-02, PNorm = 86.9180, GNorm = 0.1409, lr_0 = 9.2103e-04
Loss = 2.0497e-02, PNorm = 86.9456, GNorm = 1.4532, lr_0 = 9.2101e-04
Validation prc-auc = 0.035974
Epoch 1590
Validation prc-auc = 0.033616
Epoch 1591
Validation prc-auc = 0.030806
Epoch 1592
Validation prc-auc = 0.028280
Epoch 1593
Validation prc-auc = 0.027653
Epoch 1594
Loss = 3.7667e-03, PNorm = 87.3120, GNorm = 0.2187, lr_0 = 9.2080e-04
Validation prc-auc = 0.028385
Epoch 1595
Validation prc-auc = 0.027799
Epoch 1596
Validation prc-auc = 0.026065
Epoch 1597
Validation prc-auc = 0.023947
Epoch 1598
Validation prc-auc = 0.021736
Epoch 1599
Loss = 2.6150e-02, PNorm = 87.9687, GNorm = 0.5867, lr_0 = 9.2055e-04
Validation prc-auc = 0.019646
Epoch 1600
Validation prc-auc = 0.018008
Epoch 1601
Validation prc-auc = 0.016235
Epoch 1602
Validation prc-auc = 0.016446
Epoch 1603
Loss = 1.5845e-01, PNorm = 88.7623, GNorm = 1.3610, lr_0 = 9.2034e-04
Loss = 1.6439e-02, PNorm = 88.8179, GNorm = 0.6462, lr_0 = 9.2032e-04
Validation prc-auc = 0.017007
Epoch 1604
Validation prc-auc = 0.017652
Epoch 1605
Validation prc-auc = 0.018304
Epoch 1606
Validation prc-auc = 0.019135
Epoch 1607
Validation prc-auc = 0.020119
Epoch 1608
Loss = 9.5238e-02, PNorm = 89.3851, GNorm = 1.7528, lr_0 = 9.2010e-04
Validation prc-auc = 0.020722
Epoch 1609
Validation prc-auc = 0.021471
Epoch 1610
Validation prc-auc = 0.022211
Epoch 1611
Validation prc-auc = 0.022234
Epoch 1612
Validation prc-auc = 0.023338
Epoch 1613
Loss = 5.9446e-02, PNorm = 89.9098, GNorm = 1.1500, lr_0 = 9.1987e-04
Validation prc-auc = 0.023773
Epoch 1614
Validation prc-auc = 0.023643
Epoch 1615
Validation prc-auc = 0.022923
Epoch 1616
Validation prc-auc = 0.022016
Epoch 1617
Loss = 2.5044e-02, PNorm = 90.2483, GNorm = 0.4667, lr_0 = 9.1966e-04
Loss = 6.8874e-02, PNorm = 90.2651, GNorm = 4.7182, lr_0 = 9.1964e-04
Validation prc-auc = 0.022146
Epoch 1618
Validation prc-auc = 0.022631
Epoch 1619
Validation prc-auc = 0.022418
Epoch 1620
Validation prc-auc = 0.022427
Epoch 1621
Validation prc-auc = 0.022883
Epoch 1622
Loss = 9.3176e-02, PNorm = 90.4942, GNorm = 1.5976, lr_0 = 9.1941e-04
Loss = 5.7919e-03, PNorm = 90.5094, GNorm = 0.2134, lr_0 = 9.1939e-04
Validation prc-auc = 0.024207
Epoch 1623
Validation prc-auc = 0.023910
Epoch 1624
Validation prc-auc = 0.023592
Epoch 1625
Validation prc-auc = 0.022903
Epoch 1626
Validation prc-auc = 0.022406
Epoch 1627
Loss = 9.2464e-03, PNorm = 90.6857, GNorm = 0.1829, lr_0 = 9.1918e-04
Validation prc-auc = 0.021906
Epoch 1628
Validation prc-auc = 0.022118
Epoch 1629
Validation prc-auc = 0.023134
Epoch 1630
Validation prc-auc = 0.023222
Epoch 1631
Validation prc-auc = 0.022874
Epoch 1632
Loss = 1.9162e-01, PNorm = 90.8225, GNorm = 1.9148, lr_0 = 9.1894e-04
Validation prc-auc = 0.021930
Epoch 1633
Validation prc-auc = 0.022952
Epoch 1634
Validation prc-auc = 0.023418
Epoch 1635
Validation prc-auc = 0.022943
Epoch 1636
Loss = 2.2445e-02, PNorm = 91.0001, GNorm = 1.0717, lr_0 = 9.1873e-04
Loss = 1.9331e-03, PNorm = 91.0206, GNorm = 0.0756, lr_0 = 9.1871e-04
Validation prc-auc = 0.022440
Epoch 1637
Validation prc-auc = 0.022125
Epoch 1638
Validation prc-auc = 0.021850
Epoch 1639
Validation prc-auc = 0.021828
Epoch 1640
Validation prc-auc = 0.021368
Epoch 1641
Loss = 6.8285e-02, PNorm = 91.2337, GNorm = 1.1481, lr_0 = 9.1848e-04
Validation prc-auc = 0.021268
Epoch 1642
Validation prc-auc = 0.021406
Epoch 1643
Validation prc-auc = 0.021134
Epoch 1644
Validation prc-auc = 0.020624
Epoch 1645
Validation prc-auc = 0.020202
Epoch 1646
Loss = 1.7133e-02, PNorm = 91.4033, GNorm = 0.4517, lr_0 = 9.1825e-04
Validation prc-auc = 0.019840
Epoch 1647
Validation prc-auc = 0.019214
Epoch 1648
Validation prc-auc = 0.018916
Epoch 1649
Validation prc-auc = 0.018721
Epoch 1650
Loss = 5.4051e-03, PNorm = 91.4984, GNorm = 0.1133, lr_0 = 9.1804e-04
Loss = 7.9475e-04, PNorm = 91.5039, GNorm = 0.0239, lr_0 = 9.1803e-04
Validation prc-auc = 0.018415
Epoch 1651
Validation prc-auc = 0.018159
Epoch 1652
Validation prc-auc = 0.017678
Epoch 1653
Validation prc-auc = 0.017416
Epoch 1654
Validation prc-auc = 0.017529
Epoch 1655
Loss = 2.7015e-02, PNorm = 91.5743, GNorm = 0.7941, lr_0 = 9.1780e-04
Loss = 3.5480e-04, PNorm = 91.5775, GNorm = 0.0160, lr_0 = 9.1778e-04
Validation prc-auc = 0.017950
Epoch 1656
Validation prc-auc = 0.018336
Epoch 1657
Validation prc-auc = 0.018589
Epoch 1658
Validation prc-auc = 0.018875
Epoch 1659
Validation prc-auc = 0.019127
Epoch 1660
Loss = 4.9954e-03, PNorm = 91.6240, GNorm = 0.1367, lr_0 = 9.1757e-04
Validation prc-auc = 0.019229
Epoch 1661
Validation prc-auc = 0.019116
Epoch 1662
Validation prc-auc = 0.018951
Epoch 1663
Validation prc-auc = 0.018848
Epoch 1664
Validation prc-auc = 0.018826
Epoch 1665
Loss = 2.5563e-02, PNorm = 91.6657, GNorm = 1.1873, lr_0 = 9.1733e-04
Validation prc-auc = 0.019068
Epoch 1666
Validation prc-auc = 0.018934
Epoch 1667
Validation prc-auc = 0.018543
Epoch 1668
Validation prc-auc = 0.018267
Epoch 1669
Loss = 2.3147e-01, PNorm = 91.7457, GNorm = 2.1426, lr_0 = 9.1712e-04
Loss = 1.1782e-01, PNorm = 91.7533, GNorm = 4.8245, lr_0 = 9.1710e-04
Validation prc-auc = 0.018346
Epoch 1670
Validation prc-auc = 0.018779
Epoch 1671
Validation prc-auc = 0.019365
Epoch 1672
Validation prc-auc = 0.019389
Epoch 1673
Validation prc-auc = 0.019178
Epoch 1674
Loss = 9.6997e-03, PNorm = 91.9060, GNorm = 0.6156, lr_0 = 9.1687e-04
Validation prc-auc = 0.018978
Epoch 1675
Validation prc-auc = 0.019356
Epoch 1676
Validation prc-auc = 0.019937
Epoch 1677
Validation prc-auc = 0.020446
Epoch 1678
Validation prc-auc = 0.020914
Epoch 1679
Loss = 9.1461e-04, PNorm = 92.0522, GNorm = 0.0280, lr_0 = 9.1664e-04
Validation prc-auc = 0.021168
Epoch 1680
Validation prc-auc = 0.021259
Epoch 1681
Validation prc-auc = 0.021395
Epoch 1682
Validation prc-auc = 0.021213
Epoch 1683
Loss = 9.3553e-03, PNorm = 92.1241, GNorm = 0.5054, lr_0 = 9.1642e-04
Validation prc-auc = 0.021033
Epoch 1684
Validation prc-auc = 0.020547
Epoch 1685
Validation prc-auc = 0.020574
Epoch 1686
Validation prc-auc = 0.020757
Epoch 1687
Validation prc-auc = 0.020467
Epoch 1688
Loss = 1.4767e-02, PNorm = 92.2362, GNorm = 0.6986, lr_0 = 9.1619e-04
Loss = 2.4293e-03, PNorm = 92.2531, GNorm = 0.1112, lr_0 = 9.1617e-04
Validation prc-auc = 0.020561
Epoch 1689
Validation prc-auc = 0.021092
Epoch 1690
Validation prc-auc = 0.021836
Epoch 1691
Validation prc-auc = 0.022961
Epoch 1692
Validation prc-auc = 0.023961
Epoch 1693
Loss = 4.8768e-02, PNorm = 92.4622, GNorm = 1.1496, lr_0 = 9.1596e-04
Validation prc-auc = 0.024303
Epoch 1694
Validation prc-auc = 0.024310
Epoch 1695
Validation prc-auc = 0.023914
Epoch 1696
Validation prc-auc = 0.024001
Epoch 1697
Validation prc-auc = 0.023981
Epoch 1698
Loss = 3.3923e-02, PNorm = 92.6450, GNorm = 0.5834, lr_0 = 9.1572e-04
Validation prc-auc = 0.024139
Epoch 1699
Validation prc-auc = 0.024142
Epoch 1700
Validation prc-auc = 0.023798
Epoch 1701
Validation prc-auc = 0.023314
Epoch 1702
Loss = 1.7089e-02, PNorm = 92.7149, GNorm = 0.6358, lr_0 = 9.1551e-04
Loss = 1.7546e-04, PNorm = 92.7190, GNorm = 0.0104, lr_0 = 9.1549e-04
Validation prc-auc = 0.023185
Epoch 1703
Validation prc-auc = 0.022992
Epoch 1704
Validation prc-auc = 0.022927
Epoch 1705
Validation prc-auc = 0.022801
Epoch 1706
Validation prc-auc = 0.022766
Epoch 1707
Loss = 4.3275e-02, PNorm = 92.7562, GNorm = 0.5043, lr_0 = 9.1526e-04
Loss = 1.3981e-04, PNorm = 92.7582, GNorm = 0.0068, lr_0 = 9.1525e-04
Validation prc-auc = 0.022770
Epoch 1708
Validation prc-auc = 0.022761
Epoch 1709
Validation prc-auc = 0.022703
Epoch 1710
Validation prc-auc = 0.022638
Epoch 1711
Validation prc-auc = 0.022682
Epoch 1712
Loss = 1.3264e-02, PNorm = 92.7827, GNorm = 0.4026, lr_0 = 9.1504e-04
Validation prc-auc = 0.022782
Epoch 1713
Validation prc-auc = 0.022906
Epoch 1714
Validation prc-auc = 0.022528
Epoch 1715
Validation prc-auc = 0.021684
Epoch 1716
Loss = 1.8058e-02, PNorm = 92.8244, GNorm = 0.1236, lr_0 = 9.1481e-04
Validation prc-auc = 0.020985
Epoch 1717
Validation prc-auc = 0.020497
Epoch 1718
Validation prc-auc = 0.020044
Epoch 1719
Validation prc-auc = 0.019753
Epoch 1720
Validation prc-auc = 0.019512
Epoch 1721
Loss = 1.7496e-03, PNorm = 92.8855, GNorm = 0.0246, lr_0 = 9.1458e-04
Loss = 8.0907e-05, PNorm = 92.8886, GNorm = 0.0034, lr_0 = 9.1457e-04
Validation prc-auc = 0.019437
Epoch 1722
Validation prc-auc = 0.019359
Epoch 1723
Validation prc-auc = 0.019230
Epoch 1724
Validation prc-auc = 0.019020
Epoch 1725
Validation prc-auc = 0.018878
Epoch 1726
Loss = 1.8419e-02, PNorm = 92.9216, GNorm = 0.7496, lr_0 = 9.1436e-04
Validation prc-auc = 0.018544
Epoch 1727
Validation prc-auc = 0.018378
Epoch 1728
Validation prc-auc = 0.018584
Epoch 1729
Validation prc-auc = 0.018866
Epoch 1730
Validation prc-auc = 0.018778
Epoch 1731
Loss = 7.4821e-02, PNorm = 92.9828, GNorm = 2.6147, lr_0 = 9.1411e-04
Validation prc-auc = 0.018220
Epoch 1732
Validation prc-auc = 0.017712
Epoch 1733
Validation prc-auc = 0.017330
Epoch 1734
Validation prc-auc = 0.016898
Epoch 1735
Loss = 1.1590e-02, PNorm = 93.0249, GNorm = 0.7988, lr_0 = 9.1390e-04
Loss = 1.5791e-03, PNorm = 93.0281, GNorm = 0.0694, lr_0 = 9.1389e-04
Validation prc-auc = 0.016669
Epoch 1736
Validation prc-auc = 0.016681
Epoch 1737
Validation prc-auc = 0.016683
Epoch 1738
Validation prc-auc = 0.016855
Epoch 1739
Validation prc-auc = 0.016920
Epoch 1740
Loss = 6.6670e-03, PNorm = 93.0621, GNorm = 0.1872, lr_0 = 9.1366e-04
Loss = 1.9283e-02, PNorm = 93.0642, GNorm = 0.8488, lr_0 = 9.1364e-04
Validation prc-auc = 0.017047
Epoch 1741
Validation prc-auc = 0.016579
Epoch 1742
Validation prc-auc = 0.016338
Epoch 1743
Validation prc-auc = 0.016274
Epoch 1744
Validation prc-auc = 0.016462
Epoch 1745
Loss = 8.1003e-02, PNorm = 93.0939, GNorm = 1.4677, lr_0 = 9.1343e-04
Validation prc-auc = 0.016584
Epoch 1746
Validation prc-auc = 0.017814
Epoch 1747
Validation prc-auc = 0.018937
Epoch 1748
Validation prc-auc = 0.020028
Epoch 1749
Loss = 8.8071e-04, PNorm = 93.1407, GNorm = 0.0034, lr_0 = 9.1320e-04
Validation prc-auc = 0.020920
Epoch 1750
Validation prc-auc = 0.021678
Epoch 1751
Validation prc-auc = 0.022188
Epoch 1752
Validation prc-auc = 0.022553
Epoch 1753
Validation prc-auc = 0.022672
Epoch 1754
Loss = 4.9541e-03, PNorm = 93.1732, GNorm = 0.2436, lr_0 = 9.1298e-04
Loss = 1.7941e-03, PNorm = 93.1748, GNorm = 0.0658, lr_0 = 9.1296e-04
Validation prc-auc = 0.022705
Epoch 1755
Validation prc-auc = 0.022853
Epoch 1756
Validation prc-auc = 0.022696
Epoch 1757
Validation prc-auc = 0.022464
Epoch 1758
Validation prc-auc = 0.022303
Epoch 1759
Loss = 8.4600e-04, PNorm = 93.1940, GNorm = 0.0200, lr_0 = 9.1275e-04
Validation prc-auc = 0.022234
Epoch 1760
Validation prc-auc = 0.022214
Epoch 1761
Validation prc-auc = 0.021145
Epoch 1762
Validation prc-auc = 0.021130
Epoch 1763
Validation prc-auc = 0.021101
Epoch 1764
Loss = 6.0569e-03, PNorm = 93.2315, GNorm = 0.1606, lr_0 = 9.1251e-04
Validation prc-auc = 0.020905
Epoch 1765
Validation prc-auc = 0.020945
Epoch 1766
Validation prc-auc = 0.020630
Epoch 1767
Validation prc-auc = 0.020284
Epoch 1768
Loss = 5.6851e-03, PNorm = 93.2652, GNorm = 0.0736, lr_0 = 9.1230e-04
Loss = 4.9700e-04, PNorm = 93.2669, GNorm = 0.0203, lr_0 = 9.1228e-04
Validation prc-auc = 0.020118
Epoch 1769
Validation prc-auc = 0.020065
Epoch 1770
Validation prc-auc = 0.020010
Epoch 1771
Validation prc-auc = 0.019729
Epoch 1772
Validation prc-auc = 0.019678
Epoch 1773
Loss = 6.1775e-03, PNorm = 93.2954, GNorm = 0.1324, lr_0 = 9.1206e-04
Loss = 3.4200e-04, PNorm = 93.2975, GNorm = 0.0146, lr_0 = 9.1204e-04
Validation prc-auc = 0.019706
Epoch 1774
Validation prc-auc = 0.019638
Epoch 1775
Validation prc-auc = 0.019928
Epoch 1776
Validation prc-auc = 0.019703
Epoch 1777
Validation prc-auc = 0.019709
Epoch 1778
Loss = 6.4685e-03, PNorm = 93.3321, GNorm = 0.1837, lr_0 = 9.1183e-04
Validation prc-auc = 0.019676
Epoch 1779
Validation prc-auc = 0.019853
Epoch 1780
Validation prc-auc = 0.019975
Epoch 1781
Validation prc-auc = 0.019999
Epoch 1782
Validation prc-auc = 0.019991
Epoch 1783
Loss = 2.6797e-03, PNorm = 93.3627, GNorm = 0.1105, lr_0 = 9.1159e-04
Validation prc-auc = 0.020026
Epoch 1784
Validation prc-auc = 0.020090
Epoch 1785
Validation prc-auc = 0.019862
Epoch 1786
Validation prc-auc = 0.019776
Epoch 1787
Loss = 1.6130e-02, PNorm = 93.3738, GNorm = 1.4017, lr_0 = 9.1138e-04
Loss = 2.6840e-04, PNorm = 93.3737, GNorm = 0.0119, lr_0 = 9.1136e-04
Validation prc-auc = 0.020084
Epoch 1788
Validation prc-auc = 0.020625
Epoch 1789
Validation prc-auc = 0.020958
Epoch 1790
Validation prc-auc = 0.021130
Epoch 1791
Validation prc-auc = 0.021193
Epoch 1792
Loss = 1.0409e-03, PNorm = 93.3813, GNorm = 0.0335, lr_0 = 9.1115e-04
Validation prc-auc = 0.021424
Epoch 1793
Validation prc-auc = 0.021340
Epoch 1794
Validation prc-auc = 0.021440
Epoch 1795
Validation prc-auc = 0.021423
Epoch 1796
Validation prc-auc = 0.021488
Epoch 1797
Loss = 2.6313e-03, PNorm = 93.3908, GNorm = 0.0916, lr_0 = 9.1091e-04
Validation prc-auc = 0.021509
Epoch 1798
Validation prc-auc = 0.021470
Epoch 1799
Validation prc-auc = 0.021494
Epoch 1800
Validation prc-auc = 0.021260
Epoch 1801
Loss = 4.7546e-03, PNorm = 93.3994, GNorm = 0.0638, lr_0 = 9.1070e-04
Loss = 3.0019e-05, PNorm = 93.4007, GNorm = 0.0015, lr_0 = 9.1068e-04
Validation prc-auc = 0.021320
Epoch 1802
Validation prc-auc = 0.021324
Epoch 1803
Validation prc-auc = 0.021366
Epoch 1804
Validation prc-auc = 0.021710
Epoch 1805
Validation prc-auc = 0.022143
Epoch 1806
Loss = 1.7950e-03, PNorm = 93.4365, GNorm = 0.0876, lr_0 = 9.1046e-04
Loss = 3.7693e-03, PNorm = 93.4413, GNorm = 0.1449, lr_0 = 9.1044e-04
Validation prc-auc = 0.022476
Epoch 1807
Validation prc-auc = 0.022958
Epoch 1808
Validation prc-auc = 0.022831
Epoch 1809
Validation prc-auc = 0.022750
Epoch 1810
Validation prc-auc = 0.022438
Epoch 1811
Loss = 4.6736e-02, PNorm = 93.5035, GNorm = 1.1752, lr_0 = 9.1023e-04
Validation prc-auc = 0.022470
Epoch 1812
Validation prc-auc = 0.022431
Epoch 1813
Validation prc-auc = 0.022735
Epoch 1814
Validation prc-auc = 0.022656
Epoch 1815
Validation prc-auc = 0.022798
Epoch 1816
Loss = 2.5616e-04, PNorm = 93.5632, GNorm = 0.0101, lr_0 = 9.0999e-04
Validation prc-auc = 0.022764
Epoch 1817
Validation prc-auc = 0.022837
Epoch 1818
Validation prc-auc = 0.022940
Epoch 1819
Validation prc-auc = 0.022913
Epoch 1820
Loss = 8.4658e-04, PNorm = 93.5877, GNorm = 0.0239, lr_0 = 9.0978e-04
Loss = 6.9738e-04, PNorm = 93.5889, GNorm = 0.0281, lr_0 = 9.0976e-04
Validation prc-auc = 0.022982
Epoch 1821
Validation prc-auc = 0.023017
Epoch 1822
Validation prc-auc = 0.023059
Epoch 1823
Validation prc-auc = 0.023129
Epoch 1824
Validation prc-auc = 0.023124
Epoch 1825
Loss = 2.1753e-03, PNorm = 93.5989, GNorm = 0.0914, lr_0 = 9.0955e-04
Validation prc-auc = 0.023089
Epoch 1826
Validation prc-auc = 0.023084
Epoch 1827
Validation prc-auc = 0.023064
Epoch 1828
Validation prc-auc = 0.023009
Epoch 1829
Validation prc-auc = 0.023000
Epoch 1830
Loss = 4.0847e-04, PNorm = 93.6083, GNorm = 0.0139, lr_0 = 9.0931e-04
Validation prc-auc = 0.022998
Epoch 1831
Validation prc-auc = 0.022999
Epoch 1832
Validation prc-auc = 0.022960
Epoch 1833
Validation prc-auc = 0.022974
Epoch 1834
Loss = 1.3652e-03, PNorm = 93.6136, GNorm = 0.0126, lr_0 = 9.0910e-04
Loss = 5.2265e-05, PNorm = 93.6140, GNorm = 0.0036, lr_0 = 9.0909e-04
Validation prc-auc = 0.022959
Epoch 1835
Validation prc-auc = 0.022943
Epoch 1836
Validation prc-auc = 0.022899
Epoch 1837
Validation prc-auc = 0.022932
Epoch 1838
Validation prc-auc = 0.022926
Epoch 1839
Loss = 1.1532e-01, PNorm = 93.6314, GNorm = 12.0678, lr_0 = 9.0886e-04
Loss = 7.1574e-05, PNorm = 93.6468, GNorm = 0.0042, lr_0 = 9.0884e-04
Validation prc-auc = 0.022906
Epoch 1840
Validation prc-auc = 0.022129
Epoch 1841
Validation prc-auc = 0.023626
Epoch 1842
Validation prc-auc = 0.024188
Epoch 1843
Validation prc-auc = 0.024158
Epoch 1844
Loss = 4.9669e-04, PNorm = 93.8841, GNorm = 0.0122, lr_0 = 9.0863e-04
Validation prc-auc = 0.024212
Epoch 1845
Validation prc-auc = 0.023601
Epoch 1846
Validation prc-auc = 0.022851
Epoch 1847
Validation prc-auc = 0.020761
Epoch 1848
Validation prc-auc = 0.018422
Epoch 1849
Loss = 2.7058e-02, PNorm = 94.1221, GNorm = 1.0834, lr_0 = 9.0839e-04
Validation prc-auc = 0.022005
Epoch 1850
Validation prc-auc = 0.031820
Epoch 1851
Validation prc-auc = 0.039838
Epoch 1852
Validation prc-auc = 0.039992
Epoch 1853
Loss = 5.8194e-02, PNorm = 94.3660, GNorm = 0.7798, lr_0 = 9.0818e-04
Loss = 1.0625e-01, PNorm = 94.3874, GNorm = 5.0478, lr_0 = 9.0817e-04
Validation prc-auc = 0.036317
Epoch 1854
Validation prc-auc = 0.038851
Epoch 1855
Validation prc-auc = 0.039441
Epoch 1856
Validation prc-auc = 0.039057
Epoch 1857
Validation prc-auc = 0.040272
Epoch 1858
Loss = 2.8200e-02, PNorm = 94.6469, GNorm = 0.9937, lr_0 = 9.0794e-04
Validation prc-auc = 0.039299
Epoch 1859
Validation prc-auc = 0.038991
Epoch 1860
Validation prc-auc = 0.037878
Epoch 1861
Validation prc-auc = 0.036550
Epoch 1862
Validation prc-auc = 0.038169
Epoch 1863
Loss = 1.5876e-03, PNorm = 94.7890, GNorm = 0.0500, lr_0 = 9.0772e-04
Validation prc-auc = 0.039278
Epoch 1864
Validation prc-auc = 0.037771
Epoch 1865
Validation prc-auc = 0.037071
Epoch 1866
Validation prc-auc = 0.036873
Epoch 1867
Loss = 1.6520e-02, PNorm = 94.8448, GNorm = 0.6098, lr_0 = 9.0751e-04
Loss = 8.8647e-04, PNorm = 94.8482, GNorm = 0.0539, lr_0 = 9.0749e-04
Validation prc-auc = 0.035738
Epoch 1868
Validation prc-auc = 0.034643
Epoch 1869
Validation prc-auc = 0.034448
Epoch 1870
Validation prc-auc = 0.034804
Epoch 1871
Validation prc-auc = 0.033619
Epoch 1872
Loss = 8.7927e-02, PNorm = 94.8955, GNorm = 0.3329, lr_0 = 9.0727e-04
Loss = 1.7543e-05, PNorm = 94.8986, GNorm = 0.0009, lr_0 = 9.0725e-04
Validation prc-auc = 0.033050
Epoch 1873
Validation prc-auc = 0.031936
Epoch 1874
Validation prc-auc = 0.031505
Epoch 1875
Validation prc-auc = 0.031416
Epoch 1876
Validation prc-auc = 0.031043
Epoch 1877
Loss = 1.3755e-03, PNorm = 94.9283, GNorm = 0.0481, lr_0 = 9.0704e-04
Validation prc-auc = 0.029599
Epoch 1878
Validation prc-auc = 0.028707
Epoch 1879
Validation prc-auc = 0.027931
Epoch 1880
Validation prc-auc = 0.027777
Epoch 1881
Validation prc-auc = 0.027274
Epoch 1882
Loss = 2.4246e-03, PNorm = 94.9522, GNorm = 0.0454, lr_0 = 9.0680e-04
Validation prc-auc = 0.026832
Epoch 1883
Validation prc-auc = 0.026629
Epoch 1884
Validation prc-auc = 0.026561
Epoch 1885
Validation prc-auc = 0.026571
Epoch 1886
Loss = 4.8924e-02, PNorm = 94.9802, GNorm = 1.2285, lr_0 = 9.0659e-04
Loss = 6.1549e-04, PNorm = 94.9821, GNorm = 0.0222, lr_0 = 9.0657e-04
Validation prc-auc = 0.026275
Epoch 1887
Validation prc-auc = 0.026302
Epoch 1888
Validation prc-auc = 0.026132
Epoch 1889
Validation prc-auc = 0.026164
Epoch 1890
Validation prc-auc = 0.026471
Epoch 1891
Loss = 2.3247e-03, PNorm = 95.0275, GNorm = 0.0795, lr_0 = 9.0635e-04
Validation prc-auc = 0.026774
Epoch 1892
Validation prc-auc = 0.026273
Epoch 1893
Validation prc-auc = 0.026061
Epoch 1894
Validation prc-auc = 0.025624
Epoch 1895
Validation prc-auc = 0.025355
Epoch 1896
Loss = 3.4581e-02, PNorm = 95.0652, GNorm = 1.0701, lr_0 = 9.0612e-04
Validation prc-auc = 0.025763
Epoch 1897
Validation prc-auc = 0.025896
Epoch 1898
Validation prc-auc = 0.026091
Epoch 1899
Validation prc-auc = 0.025980
Epoch 1900
Loss = 9.2374e-03, PNorm = 95.0947, GNorm = 0.0847, lr_0 = 9.0592e-04
Loss = 8.4836e-06, PNorm = 95.0962, GNorm = 0.0004, lr_0 = 9.0590e-04
Validation prc-auc = 0.026170
Epoch 1901
Validation prc-auc = 0.026362
Epoch 1902
Validation prc-auc = 0.026538
Epoch 1903
Validation prc-auc = 0.026946
Epoch 1904
Validation prc-auc = 0.027323
Epoch 1905
Loss = 1.3863e-03, PNorm = 95.1168, GNorm = 0.0689, lr_0 = 9.0567e-04
Loss = 6.8943e-03, PNorm = 95.1187, GNorm = 0.4054, lr_0 = 9.0566e-04
Validation prc-auc = 0.027621
Epoch 1906
Validation prc-auc = 0.028055
Epoch 1907
Validation prc-auc = 0.028361
Epoch 1908
Validation prc-auc = 0.028648
Epoch 1909
Validation prc-auc = 0.029352
Epoch 1910
Loss = 2.4982e-03, PNorm = 95.1390, GNorm = 0.1113, lr_0 = 9.0545e-04
Validation prc-auc = 0.030067
Epoch 1911
Validation prc-auc = 0.030831
Epoch 1912
Validation prc-auc = 0.031385
Epoch 1913
Validation prc-auc = 0.031016
Epoch 1914
Validation prc-auc = 0.030899
Epoch 1915
Loss = 4.3380e-03, PNorm = 95.1809, GNorm = 0.2069, lr_0 = 9.0521e-04
Validation prc-auc = 0.030435
Epoch 1916
Validation prc-auc = 0.030342
Epoch 1917
Validation prc-auc = 0.029859
Epoch 1918
Validation prc-auc = 0.029548
Epoch 1919
Loss = 1.0324e-03, PNorm = 95.2144, GNorm = 0.0527, lr_0 = 9.0500e-04
Loss = 3.9753e-04, PNorm = 95.2161, GNorm = 0.0242, lr_0 = 9.0498e-04
Validation prc-auc = 0.029492
Epoch 1920
Validation prc-auc = 0.029349
Epoch 1921
Validation prc-auc = 0.029284
Epoch 1922
Validation prc-auc = 0.029272
Epoch 1923
Validation prc-auc = 0.028985
Epoch 1924
Loss = 5.2764e-03, PNorm = 95.2311, GNorm = 0.0544, lr_0 = 9.0476e-04
Validation prc-auc = 0.028995
Epoch 1925
Validation prc-auc = 0.028969
Epoch 1926
Validation prc-auc = 0.028924
Epoch 1927
Validation prc-auc = 0.028822
Epoch 1928
Validation prc-auc = 0.028739
Epoch 1929
Loss = 1.7065e-03, PNorm = 95.2416, GNorm = 0.0789, lr_0 = 9.0454e-04
Validation prc-auc = 0.028338
Epoch 1930
Validation prc-auc = 0.028159
Epoch 1931
Validation prc-auc = 0.028329
Epoch 1932
Validation prc-auc = 0.028545
Epoch 1933
Loss = 7.4672e-04, PNorm = 95.2607, GNorm = 0.0635, lr_0 = 9.0431e-04
Validation prc-auc = 0.028406
Epoch 1934
Validation prc-auc = 0.028424
Epoch 1935
Validation prc-auc = 0.028519
Epoch 1936
Validation prc-auc = 0.028957
Epoch 1937
Validation prc-auc = 0.028524
Epoch 1938
Loss = 1.2819e-03, PNorm = 95.2834, GNorm = 0.0826, lr_0 = 9.0409e-04
Loss = 7.4390e-02, PNorm = 95.2862, GNorm = 2.7363, lr_0 = 9.0407e-04
Validation prc-auc = 0.028073
Epoch 1939
Validation prc-auc = 0.028200
Epoch 1940
Validation prc-auc = 0.028484
Epoch 1941
Validation prc-auc = 0.028671
Epoch 1942
Validation prc-auc = 0.028425
Epoch 1943
Loss = 1.1048e-02, PNorm = 95.3303, GNorm = 0.4887, lr_0 = 9.0386e-04
Validation prc-auc = 0.028270
Epoch 1944
Validation prc-auc = 0.028218
Epoch 1945
Validation prc-auc = 0.027848
Epoch 1946
Validation prc-auc = 0.027272
Epoch 1947
Validation prc-auc = 0.027156
Epoch 1948
Loss = 3.3275e-03, PNorm = 95.3602, GNorm = 0.4339, lr_0 = 9.0362e-04
Validation prc-auc = 0.026957
Epoch 1949
Validation prc-auc = 0.026651
Epoch 1950
Validation prc-auc = 0.026889
Epoch 1951
Validation prc-auc = 0.027149
Epoch 1952
Loss = 2.0239e-03, PNorm = 95.3840, GNorm = 0.0126, lr_0 = 9.0341e-04
Loss = 2.9283e-05, PNorm = 95.3893, GNorm = 0.0013, lr_0 = 9.0340e-04
Validation prc-auc = 0.027494
Epoch 1953
Validation prc-auc = 0.026869
Epoch 1954
Validation prc-auc = 0.027440
Epoch 1955
Validation prc-auc = 0.027865
Epoch 1956
Validation prc-auc = 0.028486
Epoch 1957
Loss = 1.1279e-03, PNorm = 95.4650, GNorm = 0.0501, lr_0 = 9.0317e-04
Loss = 1.2795e-05, PNorm = 95.4700, GNorm = 0.0013, lr_0 = 9.0316e-04
Validation prc-auc = 0.028720
Epoch 1958
Validation prc-auc = 0.029460
Epoch 1959
Validation prc-auc = 0.030206
Epoch 1960
Validation prc-auc = 0.029490
Epoch 1961
Validation prc-auc = 0.029329
Epoch 1962
Loss = 3.6519e-03, PNorm = 95.5264, GNorm = 0.1796, lr_0 = 9.0295e-04
Validation prc-auc = 0.028931
Epoch 1963
Validation prc-auc = 0.028679
Epoch 1964
Validation prc-auc = 0.028725
Epoch 1965
Validation prc-auc = 0.028780
Epoch 1966
Loss = 3.2350e-02, PNorm = 95.5645, GNorm = 2.0356, lr_0 = 9.0273e-04
Validation prc-auc = 0.029278
Epoch 1967
Validation prc-auc = 0.029614
Epoch 1968
Validation prc-auc = 0.029710
Epoch 1969
Validation prc-auc = 0.030015
Epoch 1970
Validation prc-auc = 0.030756
Epoch 1971
Loss = 1.9113e-02, PNorm = 95.5994, GNorm = 0.2359, lr_0 = 9.0250e-04
Loss = 1.0261e-04, PNorm = 95.6026, GNorm = 0.0063, lr_0 = 9.0249e-04
Validation prc-auc = 0.030028
Epoch 1972
Validation prc-auc = 0.030298
Epoch 1973
Validation prc-auc = 0.030450
Epoch 1974
Validation prc-auc = 0.029317
Epoch 1975
Validation prc-auc = 0.029164
Epoch 1976
Loss = 1.2140e-03, PNorm = 95.6455, GNorm = 0.0375, lr_0 = 9.0228e-04
Validation prc-auc = 0.028905
Epoch 1977
Validation prc-auc = 0.028571
Epoch 1978
Validation prc-auc = 0.028116
Epoch 1979
Validation prc-auc = 0.028171
Epoch 1980
Validation prc-auc = 0.028178
Epoch 1981
Loss = 3.4726e-03, PNorm = 95.6772, GNorm = 0.1395, lr_0 = 9.0204e-04
Validation prc-auc = 0.028575
Epoch 1982
Validation prc-auc = 0.028625
Epoch 1983
Validation prc-auc = 0.029183
Epoch 1984
Validation prc-auc = 0.029903
Epoch 1985
Loss = 1.0353e-02, PNorm = 95.6956, GNorm = 0.9043, lr_0 = 9.0183e-04
Loss = 2.4023e-04, PNorm = 95.6974, GNorm = 0.0217, lr_0 = 9.0181e-04
Validation prc-auc = 0.030040
Epoch 1986
Validation prc-auc = 0.030115
Epoch 1987
Validation prc-auc = 0.030154
Epoch 1988
Validation prc-auc = 0.029998
Epoch 1989
Validation prc-auc = 0.029978
Epoch 1990
Loss = 1.2427e-03, PNorm = 95.7198, GNorm = 0.0157, lr_0 = 9.0159e-04
Loss = 1.3312e-04, PNorm = 95.7209, GNorm = 0.0043, lr_0 = 9.0157e-04
Validation prc-auc = 0.029591
Epoch 1991
Validation prc-auc = 0.029923
Epoch 1992
Validation prc-auc = 0.029922
Epoch 1993
Validation prc-auc = 0.029962
Epoch 1994
Validation prc-auc = 0.029975
Epoch 1995
Loss = 2.3867e-04, PNorm = 95.7297, GNorm = 0.0081, lr_0 = 9.0137e-04
Validation prc-auc = 0.030012
Epoch 1996
Validation prc-auc = 0.029985
Epoch 1997
Validation prc-auc = 0.030415
Epoch 1998
Validation prc-auc = 0.030427
Epoch 1999
Loss = 3.1919e-04, PNorm = 95.7343, GNorm = 0.0041, lr_0 = 9.0114e-04
Validation prc-auc = 0.030461
Model 0 best validation prc-auc = 0.043370 on epoch 151
Loading pretrained parameter "encoder.encoder.0.cached_zero_vector".
Loading pretrained parameter "encoder.encoder.0.W_i.weight".
Loading pretrained parameter "encoder.encoder.0.W_h.weight".
Loading pretrained parameter "encoder.encoder.0.W_o.weight".
Loading pretrained parameter "encoder.encoder.0.W_o.bias".
Loading pretrained parameter "ffn.1.weight".
Loading pretrained parameter "ffn.1.bias".
Moving model to cuda
Model 0 test prc-auc = 0.027113
Ensemble test prc-auc = 0.027113
Fold 3
Splitting data with seed 3
Class sizes
sars_cov_two_active 0: 98.39%, 1: 1.61%
Total size = 3,294 | train size = 3,294 | val size = 1,096 | test size = 1,086
With class_balance, effective train size = 106
Building model 0
MoleculeModel(
  (sigmoid): Sigmoid()
  (encoder): MPN(
    (encoder): ModuleList(
      (0): MPNEncoder(
        (dropout_layer): Dropout(p=0.35000000000000003, inplace=False)
        (act_func): ReLU()
        (W_i): Linear(in_features=147, out_features=1100, bias=False)
        (W_h): Linear(in_features=1100, out_features=1100, bias=False)
        (W_o): Linear(in_features=1233, out_features=1100, bias=True)
      )
    )
  )
  (ffn): Sequential(
    (0): Dropout(p=0.35000000000000003, inplace=False)
    (1): Linear(in_features=1328, out_features=1, bias=True)
  )
)
Number of parameters = 2,730,429
Moving model to cuda
Epoch 0
Validation prc-auc = 0.011932
Epoch 1
Validation prc-auc = 0.011188
Epoch 2
Validation prc-auc = 0.012417
Epoch 3
Validation prc-auc = 0.012450
Epoch 4
Loss = 7.6087e-01, PNorm = 50.2353, GNorm = 1.7397, lr_0 = 2.0385e-04
Loss = 8.3252e-01, PNorm = 50.2359, GNorm = 3.9330, lr_0 = 2.1077e-04
Validation prc-auc = 0.011444
Epoch 5
Validation prc-auc = 0.011578
Epoch 6
Validation prc-auc = 0.012766
Epoch 7
Validation prc-auc = 0.012882
Epoch 8
Validation prc-auc = 0.012498
Epoch 9
Loss = 7.9893e-01, PNorm = 50.2479, GNorm = 2.3406, lr_0 = 3.0077e-04
Validation prc-auc = 0.012716
Epoch 10
Validation prc-auc = 0.014676
Epoch 11
Validation prc-auc = 0.016635
Epoch 12
Validation prc-auc = 0.015847
Epoch 13
Validation prc-auc = 0.018241
Epoch 14
Loss = 7.6213e-01, PNorm = 50.2691, GNorm = 1.5871, lr_0 = 4.0462e-04
Validation prc-auc = 0.018740
Epoch 15
Validation prc-auc = 0.018472
Epoch 16
Validation prc-auc = 0.019858
Epoch 17
Validation prc-auc = 0.019917
Epoch 18
Loss = 6.8507e-01, PNorm = 50.2958, GNorm = 1.8840, lr_0 = 4.9462e-04
Loss = 6.6045e-01, PNorm = 50.2984, GNorm = 4.5375, lr_0 = 5.0154e-04
Validation prc-auc = 0.023286
Epoch 19
Validation prc-auc = 0.024628
Epoch 20
Validation prc-auc = 0.024600
Epoch 21
Validation prc-auc = 0.027643
Epoch 22
Validation prc-auc = 0.026677
Epoch 23
Loss = 6.5614e-01, PNorm = 50.3397, GNorm = 1.2951, lr_0 = 5.9846e-04
Loss = 5.1132e-01, PNorm = 50.3431, GNorm = 3.0506, lr_0 = 6.0538e-04
Validation prc-auc = 0.023019
Epoch 24
Validation prc-auc = 0.026205
Epoch 25
Validation prc-auc = 0.028595
Epoch 26
Validation prc-auc = 0.027847
Epoch 27
Validation prc-auc = 0.027686
Epoch 28
Loss = 6.5285e-01, PNorm = 50.3924, GNorm = 1.3721, lr_0 = 6.9538e-04
Validation prc-auc = 0.031574
Epoch 29
Validation prc-auc = 0.025982
Epoch 30
Validation prc-auc = 0.026727
Epoch 31
Validation prc-auc = 0.025321
Epoch 32
Validation prc-auc = 0.024551
Epoch 33
Loss = 6.5866e-01, PNorm = 50.4635, GNorm = 1.0617, lr_0 = 7.9923e-04
Validation prc-auc = 0.023673
Epoch 34
Validation prc-auc = 0.023369
Epoch 35
Validation prc-auc = 0.023066
Epoch 36
Validation prc-auc = 0.023142
Epoch 37
Loss = 6.1031e-01, PNorm = 50.5396, GNorm = 1.2465, lr_0 = 8.8923e-04
Loss = 6.6549e-01, PNorm = 50.5455, GNorm = 5.2528, lr_0 = 8.9615e-04
Validation prc-auc = 0.023007
Epoch 38
Validation prc-auc = 0.022663
Epoch 39
Validation prc-auc = 0.022071
Epoch 40
Validation prc-auc = 0.022332
Epoch 41
Validation prc-auc = 0.021126
Epoch 42
Loss = 5.9294e-01, PNorm = 50.6356, GNorm = 1.3213, lr_0 = 9.8615e-04
Validation prc-auc = 0.021325
Epoch 43
Validation prc-auc = 0.021247
Epoch 44
Validation prc-auc = 0.020470
Epoch 45
Validation prc-auc = 0.022880
Epoch 46
Validation prc-auc = 0.019549
Epoch 47
Loss = 7.2580e-01, PNorm = 50.7510, GNorm = 2.8706, lr_0 = 9.9977e-04
Validation prc-auc = 0.027762
Epoch 48
Validation prc-auc = 0.027027
Epoch 49
Validation prc-auc = 0.023644
Epoch 50
Validation prc-auc = 0.024251
Epoch 51
Loss = 6.6694e-01, PNorm = 50.8499, GNorm = 1.3320, lr_0 = 9.9954e-04
Loss = 5.7992e-01, PNorm = 50.8578, GNorm = 3.3033, lr_0 = 9.9952e-04
Validation prc-auc = 0.023567
Epoch 52
Validation prc-auc = 0.022677
Epoch 53
Validation prc-auc = 0.022583
Epoch 54
Validation prc-auc = 0.022779
Epoch 55
Validation prc-auc = 0.023234
Epoch 56
Loss = 6.8800e-01, PNorm = 50.9575, GNorm = 1.6278, lr_0 = 9.9927e-04
Loss = 4.5478e-01, PNorm = 50.9658, GNorm = 3.6560, lr_0 = 9.9926e-04
Validation prc-auc = 0.023548
Epoch 57
Validation prc-auc = 0.023697
Epoch 58
Validation prc-auc = 0.022178
Epoch 59
Validation prc-auc = 0.021297
Epoch 60
Validation prc-auc = 0.021204
Epoch 61
Loss = 5.8181e-01, PNorm = 51.0346, GNorm = 1.2836, lr_0 = 9.9903e-04
Validation prc-auc = 0.021503
Epoch 62
Validation prc-auc = 0.021661
Epoch 63
Validation prc-auc = 0.021503
Epoch 64
Validation prc-auc = 0.022116
Epoch 65
Validation prc-auc = 0.021325
Epoch 66
Loss = 6.0354e-01, PNorm = 51.1276, GNorm = 1.3489, lr_0 = 9.9876e-04
Validation prc-auc = 0.024876
Epoch 67
Validation prc-auc = 0.026341
Epoch 68
Validation prc-auc = 0.027768
Epoch 69
Validation prc-auc = 0.028554
Epoch 70
Loss = 6.6128e-01, PNorm = 51.2030, GNorm = 1.4738, lr_0 = 9.9853e-04
Loss = 5.2759e-01, PNorm = 51.2051, GNorm = 4.1002, lr_0 = 9.9851e-04
Validation prc-auc = 0.027243
Epoch 71
Validation prc-auc = 0.023640
Epoch 72
Validation prc-auc = 0.021961
Epoch 73
Validation prc-auc = 0.022074
Epoch 74
Validation prc-auc = 0.022480
Epoch 75
Loss = 6.3124e-01, PNorm = 51.2611, GNorm = 0.8413, lr_0 = 9.9828e-04
Validation prc-auc = 0.022912
Epoch 76
Validation prc-auc = 0.022875
Epoch 77
Validation prc-auc = 0.022748
Epoch 78
Validation prc-auc = 0.022811
Epoch 79
Validation prc-auc = 0.023520
Epoch 80
Loss = 6.5714e-01, PNorm = 51.3464, GNorm = 1.2717, lr_0 = 9.9802e-04
Validation prc-auc = 0.024631
Epoch 81
Validation prc-auc = 0.023844
Epoch 82
Validation prc-auc = 0.022763
Epoch 83
Validation prc-auc = 0.021585
Epoch 84
Loss = 6.2031e-01, PNorm = 51.4099, GNorm = 1.1574, lr_0 = 9.9779e-04
Loss = 3.7078e-01, PNorm = 51.4172, GNorm = 2.2286, lr_0 = 9.9777e-04
Validation prc-auc = 0.022669
Epoch 85
Validation prc-auc = 0.023422
Epoch 86
Validation prc-auc = 0.022531
Epoch 87
Validation prc-auc = 0.022110
Epoch 88
Validation prc-auc = 0.022185
Epoch 89
Loss = 5.6142e-01, PNorm = 51.5229, GNorm = 1.2149, lr_0 = 9.9752e-04
Loss = 7.7926e-01, PNorm = 51.5303, GNorm = 3.8513, lr_0 = 9.9750e-04
Validation prc-auc = 0.021693
Epoch 90
Validation prc-auc = 0.020671
Epoch 91
Validation prc-auc = 0.020853
Epoch 92
Validation prc-auc = 0.021852
Epoch 93
Validation prc-auc = 0.022654
Epoch 94
Loss = 5.7758e-01, PNorm = 51.6375, GNorm = 1.5161, lr_0 = 9.9727e-04
Validation prc-auc = 0.023249
Epoch 95
Validation prc-auc = 0.024628
Epoch 96
Validation prc-auc = 0.026102
Epoch 97
Validation prc-auc = 0.027858
Epoch 98
Validation prc-auc = 0.028716
Epoch 99
Loss = 4.7796e-01, PNorm = 51.7868, GNorm = 1.2575, lr_0 = 9.9701e-04
Validation prc-auc = 0.027158
Epoch 100
Validation prc-auc = 0.027482
Epoch 101
Validation prc-auc = 0.023031
Epoch 102
Validation prc-auc = 0.020626
Epoch 103
Loss = 5.3267e-01, PNorm = 51.9420, GNorm = 1.1821, lr_0 = 9.9678e-04
Loss = 4.7613e-01, PNorm = 51.9566, GNorm = 2.0671, lr_0 = 9.9676e-04
Validation prc-auc = 0.019952
Epoch 104
Validation prc-auc = 0.021414
Epoch 105
Validation prc-auc = 0.022478
Epoch 106
Validation prc-auc = 0.022901
Epoch 107
Validation prc-auc = 0.025234
Epoch 108
Loss = 4.9285e-01, PNorm = 52.1490, GNorm = 1.8934, lr_0 = 9.9651e-04
Validation prc-auc = 0.024864
Epoch 109
Validation prc-auc = 0.022538
Epoch 110
Validation prc-auc = 0.021372
Epoch 111
Validation prc-auc = 0.017716
Epoch 112
Validation prc-auc = 0.014286
Epoch 113
Loss = 5.2651e-01, PNorm = 52.3496, GNorm = 1.0671, lr_0 = 9.9627e-04
Validation prc-auc = 0.014571
Epoch 114
Validation prc-auc = 0.016691
Epoch 115
Validation prc-auc = 0.019452
Epoch 116
Validation prc-auc = 0.021217
Epoch 117
Loss = 5.4123e-01, PNorm = 52.5785, GNorm = 2.3954, lr_0 = 9.9604e-04
Loss = 8.3427e-01, PNorm = 52.5884, GNorm = 6.1884, lr_0 = 9.9602e-04
Validation prc-auc = 0.020059
Epoch 118
Validation prc-auc = 0.017769
Epoch 119
Validation prc-auc = 0.018182
Epoch 120
Validation prc-auc = 0.018780
Epoch 121
Validation prc-auc = 0.019240
Epoch 122
Loss = 4.8296e-01, PNorm = 52.8040, GNorm = 1.0034, lr_0 = 9.9577e-04
Loss = 2.7256e-01, PNorm = 52.8167, GNorm = 1.6127, lr_0 = 9.9575e-04
Validation prc-auc = 0.020139
Epoch 123
Validation prc-auc = 0.021741
Epoch 124
Validation prc-auc = 0.023266
Epoch 125
Validation prc-auc = 0.022462
Epoch 126
Validation prc-auc = 0.024269
Epoch 127
Loss = 4.5393e-01, PNorm = 52.9710, GNorm = 0.8533, lr_0 = 9.9552e-04
Validation prc-auc = 0.026197
Epoch 128
Validation prc-auc = 0.026057
Epoch 129
Validation prc-auc = 0.025448
Epoch 130
Validation prc-auc = 0.023976
Epoch 131
Validation prc-auc = 0.021943
Epoch 132
Loss = 4.5899e-01, PNorm = 53.1583, GNorm = 1.2747, lr_0 = 9.9526e-04
Validation prc-auc = 0.021769
Epoch 133
Validation prc-auc = 0.022112
Epoch 134
Validation prc-auc = 0.023770
Epoch 135
Validation prc-auc = 0.025753
Epoch 136
Loss = 4.6800e-01, PNorm = 53.3533, GNorm = 1.2709, lr_0 = 9.9503e-04
Loss = 3.9155e-01, PNorm = 53.3686, GNorm = 3.3260, lr_0 = 9.9501e-04
Validation prc-auc = 0.024437
Epoch 137
Validation prc-auc = 0.022838
Epoch 138
Validation prc-auc = 0.019571
Epoch 139
Validation prc-auc = 0.019804
Epoch 140
Validation prc-auc = 0.020562
Epoch 141
Loss = 3.5773e-01, PNorm = 53.5856, GNorm = 1.3950, lr_0 = 9.9477e-04
Validation prc-auc = 0.022930
Epoch 142
Validation prc-auc = 0.027403
Epoch 143
Validation prc-auc = 0.032631
Epoch 144
Validation prc-auc = 0.026829
Epoch 145
Validation prc-auc = 0.031110
Epoch 146
Loss = 4.4021e-01, PNorm = 53.8338, GNorm = 2.0292, lr_0 = 9.9452e-04
Validation prc-auc = 0.020580
Epoch 147
Validation prc-auc = 0.021340
Epoch 148
Validation prc-auc = 0.022074
Epoch 149
Validation prc-auc = 0.027030
Epoch 150
Loss = 4.3416e-01, PNorm = 54.0610, GNorm = 0.7348, lr_0 = 9.9429e-04
Loss = 7.3849e-01, PNorm = 54.0764, GNorm = 4.7500, lr_0 = 9.9427e-04
Validation prc-auc = 0.025741
Epoch 151
Validation prc-auc = 0.026684
Epoch 152
Validation prc-auc = 0.030238
Epoch 153
Validation prc-auc = 0.033059
Epoch 154
Validation prc-auc = 0.032410
Epoch 155
Loss = 4.9409e-01, PNorm = 54.3126, GNorm = 1.1466, lr_0 = 9.9403e-04
Loss = 7.5847e-01, PNorm = 54.3248, GNorm = 3.5294, lr_0 = 9.9401e-04
Validation prc-auc = 0.028995
Epoch 156
Validation prc-auc = 0.027655
Epoch 157
Validation prc-auc = 0.027500
Epoch 158
Validation prc-auc = 0.029414
Epoch 159
Validation prc-auc = 0.032556
Epoch 160
Loss = 3.3557e-01, PNorm = 54.5060, GNorm = 1.0262, lr_0 = 9.9378e-04
Validation prc-auc = 0.033442
Epoch 161
Validation prc-auc = 0.025394
Epoch 162
Validation prc-auc = 0.023029
Epoch 163
Validation prc-auc = 0.038283
Epoch 164
Validation prc-auc = 0.042623
Epoch 165
Loss = 3.7080e-01, PNorm = 54.6983, GNorm = 0.9730, lr_0 = 9.9351e-04
Validation prc-auc = 0.030799
Epoch 166
Validation prc-auc = 0.041812
Epoch 167
Validation prc-auc = 0.046803
Epoch 168
Validation prc-auc = 0.050309
Epoch 169
Loss = 2.6178e-01, PNorm = 54.9009, GNorm = 1.4598, lr_0 = 9.9329e-04
Loss = 2.2599e-01, PNorm = 54.9173, GNorm = 2.8853, lr_0 = 9.9327e-04
Validation prc-auc = 0.042127
Epoch 170
Validation prc-auc = 0.033415
Epoch 171
Validation prc-auc = 0.041270
Epoch 172
Validation prc-auc = 0.031895
Epoch 173
Validation prc-auc = 0.029129
Epoch 174
Loss = 2.6139e-01, PNorm = 55.1655, GNorm = 1.5305, lr_0 = 9.9302e-04
Validation prc-auc = 0.022331
Epoch 175
Validation prc-auc = 0.022378
Epoch 176
Validation prc-auc = 0.024632
Epoch 177
Validation prc-auc = 0.030407
Epoch 178
Validation prc-auc = 0.030917
Epoch 179
Loss = 4.0614e-01, PNorm = 55.5122, GNorm = 1.4644, lr_0 = 9.9277e-04
Validation prc-auc = 0.024645
Epoch 180
Validation prc-auc = 0.025884
Epoch 181
Validation prc-auc = 0.028571
Epoch 182
Validation prc-auc = 0.026938
Epoch 183
Loss = 2.5844e-01, PNorm = 55.8415, GNorm = 1.0575, lr_0 = 9.9253e-04
Validation prc-auc = 0.028518
Epoch 184
Validation prc-auc = 0.034428
Epoch 185
Validation prc-auc = 0.040355
Epoch 186
Validation prc-auc = 0.032404
Epoch 187
Validation prc-auc = 0.029461
Epoch 188
Loss = 2.0828e-01, PNorm = 56.0823, GNorm = 1.0286, lr_0 = 9.9228e-04
Loss = 2.2842e-01, PNorm = 56.1001, GNorm = 3.2534, lr_0 = 9.9226e-04
Validation prc-auc = 0.038388
Epoch 189
Validation prc-auc = 0.033448
Epoch 190
Validation prc-auc = 0.036593
Epoch 191
Validation prc-auc = 0.033898
Epoch 192
Validation prc-auc = 0.035521
Epoch 193
Loss = 3.4186e-01, PNorm = 56.3317, GNorm = 1.7092, lr_0 = 9.9204e-04
Validation prc-auc = 0.050342
Epoch 194
Validation prc-auc = 0.037436
Epoch 195
Validation prc-auc = 0.101552
Epoch 196
Validation prc-auc = 0.032874
Epoch 197
Validation prc-auc = 0.032628
Epoch 198
Loss = 2.2844e-01, PNorm = 56.6100, GNorm = 1.5832, lr_0 = 9.9177e-04
Validation prc-auc = 0.106795
Epoch 199
Validation prc-auc = 0.031468
Epoch 200
Validation prc-auc = 0.035278
Epoch 201
Validation prc-auc = 0.064621
Epoch 202
Loss = 2.8945e-01, PNorm = 56.8419, GNorm = 2.9151, lr_0 = 9.9154e-04
Loss = 2.1211e-01, PNorm = 56.8590, GNorm = 2.6771, lr_0 = 9.9153e-04
Validation prc-auc = 0.060977
Epoch 203
Validation prc-auc = 0.045692
Epoch 204
Validation prc-auc = 0.048895
Epoch 205
Validation prc-auc = 0.049732
Epoch 206
Validation prc-auc = 0.051608
Epoch 207
Loss = 2.8719e-01, PNorm = 57.0974, GNorm = 1.2760, lr_0 = 9.9128e-04
Loss = 2.0623e-01, PNorm = 57.1131, GNorm = 3.4928, lr_0 = 9.9126e-04
Validation prc-auc = 0.046659
Epoch 208
Validation prc-auc = 0.033798
Epoch 209
Validation prc-auc = 0.034075
Epoch 210
Validation prc-auc = 0.033708
Epoch 211
Validation prc-auc = 0.034455
Epoch 212
Loss = 3.2122e-01, PNorm = 57.3125, GNorm = 2.2432, lr_0 = 9.9103e-04
Validation prc-auc = 0.024003
Epoch 213
Validation prc-auc = 0.035895
Epoch 214
Validation prc-auc = 0.031154
Epoch 215
Validation prc-auc = 0.029998
Epoch 216
Loss = 2.6748e-01, PNorm = 57.5944, GNorm = 4.0288, lr_0 = 9.9079e-04
Validation prc-auc = 0.035049
Epoch 217
Validation prc-auc = 0.043578
Epoch 218
Validation prc-auc = 0.039456
Epoch 219
Validation prc-auc = 0.036431
Epoch 220
Validation prc-auc = 0.037813
Epoch 221
Loss = 2.0167e-01, PNorm = 57.8319, GNorm = 0.9510, lr_0 = 9.9054e-04
Loss = 1.6885e-01, PNorm = 57.8475, GNorm = 3.5803, lr_0 = 9.9052e-04
Validation prc-auc = 0.034625
Epoch 222
Validation prc-auc = 0.035030
Epoch 223
Validation prc-auc = 0.039433
Epoch 224
Validation prc-auc = 0.043777
Epoch 225
Validation prc-auc = 0.051909
Epoch 226
Loss = 9.2645e-02, PNorm = 58.0748, GNorm = 0.7311, lr_0 = 9.9030e-04
Validation prc-auc = 0.036124
Epoch 227
Validation prc-auc = 0.026022
Epoch 228
Validation prc-auc = 0.023992
Epoch 229
Validation prc-auc = 0.022951
Epoch 230
Validation prc-auc = 0.022885
Epoch 231
Loss = 3.1170e-01, PNorm = 58.5066, GNorm = 1.9745, lr_0 = 9.9003e-04
Validation prc-auc = 0.026655
Epoch 232
Validation prc-auc = 0.030855
Epoch 233
Validation prc-auc = 0.033183
Epoch 234
Validation prc-auc = 0.036920
Epoch 235
Loss = 1.7544e-01, PNorm = 58.8292, GNorm = 0.9862, lr_0 = 9.8980e-04
Loss = 4.3747e-01, PNorm = 58.8504, GNorm = 5.3569, lr_0 = 9.8979e-04
Validation prc-auc = 0.034390
Epoch 236
Validation prc-auc = 0.031707
Epoch 237
Validation prc-auc = 0.031163
Epoch 238
Validation prc-auc = 0.042661
Epoch 239
Validation prc-auc = 0.036925
Epoch 240
Loss = 2.0921e-01, PNorm = 59.0976, GNorm = 1.0227, lr_0 = 9.8954e-04
Loss = 3.8829e-02, PNorm = 59.1146, GNorm = 0.6932, lr_0 = 9.8952e-04
Validation prc-auc = 0.030089
Epoch 241
Validation prc-auc = 0.030452
Epoch 242
Validation prc-auc = 0.038516
Epoch 243
Validation prc-auc = 0.048260
Epoch 244
Validation prc-auc = 0.054580
Epoch 245
Loss = 1.3834e-01, PNorm = 59.3098, GNorm = 1.2601, lr_0 = 9.8930e-04
Validation prc-auc = 0.042835
Epoch 246
Validation prc-auc = 0.047011
Epoch 247
Validation prc-auc = 0.052621
Epoch 248
Validation prc-auc = 0.042090
Epoch 249
Loss = 2.7138e-01, PNorm = 59.5213, GNorm = 5.5742, lr_0 = 9.8905e-04
Validation prc-auc = 0.029074
Epoch 250
Validation prc-auc = 0.034436
Epoch 251
Validation prc-auc = 0.043297
Epoch 252
Validation prc-auc = 0.043059
Epoch 253
Validation prc-auc = 0.054292
Epoch 254
Loss = 2.0897e-01, PNorm = 59.8082, GNorm = 1.0397, lr_0 = 9.8880e-04
Loss = 5.1815e-01, PNorm = 59.8287, GNorm = 6.5277, lr_0 = 9.8879e-04
Validation prc-auc = 0.062129
Epoch 255
Validation prc-auc = 0.077195
Epoch 256
Validation prc-auc = 0.099686
Epoch 257
Validation prc-auc = 0.082054
Epoch 258
Validation prc-auc = 0.075065
Epoch 259
Loss = 2.6182e-01, PNorm = 60.0870, GNorm = 1.6410, lr_0 = 9.8856e-04
Validation prc-auc = 0.082062
Epoch 260
Validation prc-auc = 0.083673
Epoch 261
Validation prc-auc = 0.081503
Epoch 262
Validation prc-auc = 0.049711
Epoch 263
Validation prc-auc = 0.062465
Epoch 264
Loss = 1.5118e-01, PNorm = 60.2777, GNorm = 0.8798, lr_0 = 9.8830e-04
Validation prc-auc = 0.079582
Epoch 265
Validation prc-auc = 0.071677
Epoch 266
Validation prc-auc = 0.065156
Epoch 267
Validation prc-auc = 0.057568
Epoch 268
Loss = 2.0793e-01, PNorm = 60.3977, GNorm = 1.3705, lr_0 = 9.8807e-04
Loss = 9.3813e-02, PNorm = 60.4076, GNorm = 1.4310, lr_0 = 9.8805e-04
Validation prc-auc = 0.053866
Epoch 269
Validation prc-auc = 0.058472
Epoch 270
Validation prc-auc = 0.061775
Epoch 271
Validation prc-auc = 0.047596
Epoch 272
Validation prc-auc = 0.037728
Epoch 273
Loss = 1.8409e-01, PNorm = 60.5540, GNorm = 1.9812, lr_0 = 9.8781e-04
Loss = 1.1524e-01, PNorm = 60.5658, GNorm = 3.6162, lr_0 = 9.8779e-04
Validation prc-auc = 0.031206
Epoch 274
Validation prc-auc = 0.028044
Epoch 275
Validation prc-auc = 0.039458
Epoch 276
Validation prc-auc = 0.055618
Epoch 277
Validation prc-auc = 0.055367
Epoch 278
Loss = 1.0993e-01, PNorm = 60.7341, GNorm = 0.9213, lr_0 = 9.8756e-04
Validation prc-auc = 0.047612
Epoch 279
Validation prc-auc = 0.047392
Epoch 280
Validation prc-auc = 0.048918
Epoch 281
Validation prc-auc = 0.052101
Epoch 282
Validation prc-auc = 0.031012
Epoch 283
Loss = 1.7490e-01, PNorm = 60.9282, GNorm = 2.3307, lr_0 = 9.8730e-04
Validation prc-auc = 0.043013
Epoch 284
Validation prc-auc = 0.062186
Epoch 285
Validation prc-auc = 0.063687
Epoch 286
Validation prc-auc = 0.063859
Epoch 287
Loss = 1.0372e-01, PNorm = 61.1898, GNorm = 0.4550, lr_0 = 9.8707e-04
Loss = 5.6629e-02, PNorm = 61.2083, GNorm = 1.2411, lr_0 = 9.8705e-04
Validation prc-auc = 0.062783
Epoch 288
Validation prc-auc = 0.057806
Epoch 289
Validation prc-auc = 0.053797
Epoch 290
Validation prc-auc = 0.049540
Epoch 291
Validation prc-auc = 0.049253
Epoch 292
Loss = 5.6349e-02, PNorm = 61.3868, GNorm = 0.6291, lr_0 = 9.8683e-04
Validation prc-auc = 0.048131
Epoch 293
Validation prc-auc = 0.048697
Epoch 294
Validation prc-auc = 0.050972
Epoch 295
Validation prc-auc = 0.054582
Epoch 296
Validation prc-auc = 0.055488
Epoch 297
Loss = 1.2334e-01, PNorm = 61.5767, GNorm = 1.3090, lr_0 = 9.8656e-04
Validation prc-auc = 0.043757
Epoch 298
Validation prc-auc = 0.051299
Epoch 299
Validation prc-auc = 0.044419
Epoch 300
Validation prc-auc = 0.049994
Epoch 301
Loss = 1.1712e-01, PNorm = 61.7500, GNorm = 0.7920, lr_0 = 9.8634e-04
Loss = 2.8127e-01, PNorm = 61.7638, GNorm = 6.7909, lr_0 = 9.8632e-04
Validation prc-auc = 0.050833
Epoch 302
Validation prc-auc = 0.050609
Epoch 303
Validation prc-auc = 0.055011
Epoch 304
Validation prc-auc = 0.061361
Epoch 305
Validation prc-auc = 0.108633
Epoch 306
Loss = 5.1546e-01, PNorm = 61.9621, GNorm = 7.9597, lr_0 = 9.8607e-04
Loss = 7.0477e-02, PNorm = 61.9823, GNorm = 1.6611, lr_0 = 9.8606e-04
Validation prc-auc = 0.091648
Epoch 307
Validation prc-auc = 0.057917
Epoch 308
Validation prc-auc = 0.057221
Epoch 309
Validation prc-auc = 0.052539
Epoch 310
Validation prc-auc = 0.045908
Epoch 311
Loss = 1.5734e-01, PNorm = 62.2611, GNorm = 1.1180, lr_0 = 9.8583e-04
Validation prc-auc = 0.038159
Epoch 312
Validation prc-auc = 0.033214
Epoch 313
Validation prc-auc = 0.033030
Epoch 314
Validation prc-auc = 0.032890
Epoch 315
Validation prc-auc = 0.036599
Epoch 316
Loss = 1.9001e-01, PNorm = 62.5011, GNorm = 1.3624, lr_0 = 9.8557e-04
Validation prc-auc = 0.033786
Epoch 317
Validation prc-auc = 0.033104
Epoch 318
Validation prc-auc = 0.038256
Epoch 319
Validation prc-auc = 0.042717
Epoch 320
Loss = 1.5793e-01, PNorm = 62.6588, GNorm = 1.3122, lr_0 = 9.8534e-04
Loss = 5.0811e-01, PNorm = 62.6702, GNorm = 4.7465, lr_0 = 9.8532e-04
Validation prc-auc = 0.053423
Epoch 321
Validation prc-auc = 0.049060
Epoch 322
Validation prc-auc = 0.044347
Epoch 323
Validation prc-auc = 0.041489
Epoch 324
Validation prc-auc = 0.038826
Epoch 325
Loss = 8.6955e-02, PNorm = 62.8249, GNorm = 1.0762, lr_0 = 9.8509e-04
Validation prc-auc = 0.038097
Epoch 326
Validation prc-auc = 0.038516
Epoch 327
Validation prc-auc = 0.041787
Epoch 328
Validation prc-auc = 0.042557
Epoch 329
Validation prc-auc = 0.045102
Epoch 330
Loss = 3.2025e-02, PNorm = 62.9499, GNorm = 0.5808, lr_0 = 9.8483e-04
Validation prc-auc = 0.045439
Epoch 331
Validation prc-auc = 0.047202
Epoch 332
Validation prc-auc = 0.043546
Epoch 333
Validation prc-auc = 0.039783
Epoch 334
Loss = 1.1757e-01, PNorm = 63.0556, GNorm = 1.1210, lr_0 = 9.8461e-04
Loss = 1.2838e-01, PNorm = 63.0643, GNorm = 2.6258, lr_0 = 9.8459e-04
Validation prc-auc = 0.040496
Epoch 335
Validation prc-auc = 0.034610
Epoch 336
Validation prc-auc = 0.032108
Epoch 337
Validation prc-auc = 0.058854
Epoch 338
Validation prc-auc = 0.100594
Epoch 339
Loss = 1.8844e-01, PNorm = 63.3379, GNorm = 0.9517, lr_0 = 9.8434e-04
Loss = 7.1702e-02, PNorm = 63.3650, GNorm = 1.0417, lr_0 = 9.8433e-04
Validation prc-auc = 0.046585
Epoch 340
Validation prc-auc = 0.042531
Epoch 341
Validation prc-auc = 0.041714
Epoch 342
Validation prc-auc = 0.044471
Epoch 343
Validation prc-auc = 0.045949
Epoch 344
Loss = 1.7250e-01, PNorm = 63.6453, GNorm = 1.0843, lr_0 = 9.8410e-04
Validation prc-auc = 0.043133
Epoch 345
Validation prc-auc = 0.039200
Epoch 346
Validation prc-auc = 0.039537
Epoch 347
Validation prc-auc = 0.038656
Epoch 348
Validation prc-auc = 0.038831
Epoch 349
Loss = 7.8457e-02, PNorm = 63.8413, GNorm = 1.3780, lr_0 = 9.8384e-04
Validation prc-auc = 0.040332
Epoch 350
Validation prc-auc = 0.039449
Epoch 351
Validation prc-auc = 0.039767
Epoch 352
Validation prc-auc = 0.046014
Epoch 353
Loss = 6.5231e-02, PNorm = 63.9609, GNorm = 0.5071, lr_0 = 9.8361e-04
Loss = 1.4164e-01, PNorm = 63.9694, GNorm = 4.6942, lr_0 = 9.8359e-04
Validation prc-auc = 0.037576
Epoch 354
Validation prc-auc = 0.042175
Epoch 355
Validation prc-auc = 0.061689
Epoch 356
Validation prc-auc = 0.060187
Epoch 357
Validation prc-auc = 0.050065
Epoch 358
Loss = 4.6168e-02, PNorm = 64.1163, GNorm = 0.5717, lr_0 = 9.8335e-04
Validation prc-auc = 0.035836
Epoch 359
Validation prc-auc = 0.033871
Epoch 360
Validation prc-auc = 0.043826
Epoch 361
Validation prc-auc = 0.046078
Epoch 362
Validation prc-auc = 0.042224
Epoch 363
Loss = 1.4571e-01, PNorm = 64.2738, GNorm = 1.7255, lr_0 = 9.8311e-04
Validation prc-auc = 0.043456
Epoch 364
Validation prc-auc = 0.044156
Epoch 365
Validation prc-auc = 0.041244
Epoch 366
Validation prc-auc = 0.040596
Epoch 367
Loss = 1.5580e-01, PNorm = 64.4011, GNorm = 1.0301, lr_0 = 9.8288e-04
Loss = 2.0400e-02, PNorm = 64.4111, GNorm = 0.4385, lr_0 = 9.8286e-04
Validation prc-auc = 0.044789
Epoch 368
Validation prc-auc = 0.035744
Epoch 369
Validation prc-auc = 0.031013
Epoch 370
Validation prc-auc = 0.035750
Epoch 371
Validation prc-auc = 0.054282
Epoch 372
Loss = 2.4664e-01, PNorm = 64.5643, GNorm = 4.5719, lr_0 = 9.8262e-04
Loss = 1.9210e-01, PNorm = 64.5748, GNorm = 5.7387, lr_0 = 9.8260e-04
Validation prc-auc = 0.049500
Epoch 373
Validation prc-auc = 0.034334
Epoch 374
Validation prc-auc = 0.027254
Epoch 375
Validation prc-auc = 0.027019
Epoch 376
Validation prc-auc = 0.029018
Epoch 377
Loss = 1.5995e-01, PNorm = 64.7455, GNorm = 1.1069, lr_0 = 9.8237e-04
Validation prc-auc = 0.028796
Epoch 378
Validation prc-auc = 0.029295
Epoch 379
Validation prc-auc = 0.030138
Epoch 380
Validation prc-auc = 0.030361
Epoch 381
Validation prc-auc = 0.031630
Epoch 382
Loss = 1.7328e-01, PNorm = 64.8947, GNorm = 1.4322, lr_0 = 9.8211e-04
Validation prc-auc = 0.035612
Epoch 383
Validation prc-auc = 0.039483
Epoch 384
Validation prc-auc = 0.038367
Epoch 385
Validation prc-auc = 0.038646
Epoch 386
Loss = 6.3839e-02, PNorm = 64.9968, GNorm = 0.4938, lr_0 = 9.8189e-04
Loss = 5.0530e-03, PNorm = 65.0048, GNorm = 0.1417, lr_0 = 9.8187e-04
Validation prc-auc = 0.040660
Epoch 387
Validation prc-auc = 0.044824
Epoch 388
Validation prc-auc = 0.049756
Epoch 389
Validation prc-auc = 0.061680
Epoch 390
Validation prc-auc = 0.052339
Epoch 391
Loss = 9.3421e-02, PNorm = 65.1023, GNorm = 0.7494, lr_0 = 9.8163e-04
Validation prc-auc = 0.048687
Epoch 392
Validation prc-auc = 0.050583
Epoch 393
Validation prc-auc = 0.045533
Epoch 394
Validation prc-auc = 0.042685
Epoch 395
Validation prc-auc = 0.046721
Epoch 396
Loss = 1.1359e-01, PNorm = 65.1791, GNorm = 0.7928, lr_0 = 9.8138e-04
Validation prc-auc = 0.056166
Epoch 397
Validation prc-auc = 0.059097
Epoch 398
Validation prc-auc = 0.060415
Epoch 399
Validation prc-auc = 0.059082
Epoch 400
Loss = 7.1727e-02, PNorm = 65.2423, GNorm = 1.1501, lr_0 = 9.8116e-04
Loss = 1.9254e-02, PNorm = 65.2463, GNorm = 0.6132, lr_0 = 9.8114e-04
Validation prc-auc = 0.060269
Epoch 401
Validation prc-auc = 0.060032
Epoch 402
Validation prc-auc = 0.057780
Epoch 403
Validation prc-auc = 0.055379
Epoch 404
Validation prc-auc = 0.054942
Epoch 405
Loss = 1.8589e-02, PNorm = 65.3080, GNorm = 0.2586, lr_0 = 9.8089e-04
Loss = 1.2473e-03, PNorm = 65.3124, GNorm = 0.0402, lr_0 = 9.8088e-04
Validation prc-auc = 0.049840
Epoch 406
Validation prc-auc = 0.046543
Epoch 407
Validation prc-auc = 0.048040
Epoch 408
Validation prc-auc = 0.057523
Epoch 409
Validation prc-auc = 0.054542
Epoch 410
Loss = 2.4693e-02, PNorm = 65.3623, GNorm = 0.4338, lr_0 = 9.8065e-04
Validation prc-auc = 0.052890
Epoch 411
Validation prc-auc = 0.051430
Epoch 412
Validation prc-auc = 0.049437
Epoch 413
Validation prc-auc = 0.048075
Epoch 414
Validation prc-auc = 0.047399
Epoch 415
Loss = 1.3453e-01, PNorm = 65.4083, GNorm = 1.1711, lr_0 = 9.8039e-04
Validation prc-auc = 0.046892
Epoch 416
Validation prc-auc = 0.041593
Epoch 417
Validation prc-auc = 0.040962
Epoch 418
Validation prc-auc = 0.036986
Epoch 419
Loss = 7.9973e-02, PNorm = 65.4710, GNorm = 0.1673, lr_0 = 9.8016e-04
Loss = 1.8667e-02, PNorm = 65.4773, GNorm = 1.0763, lr_0 = 9.8015e-04
Validation prc-auc = 0.034732
Epoch 420
Validation prc-auc = 0.033677
Epoch 421
Validation prc-auc = 0.033546
Epoch 422
Validation prc-auc = 0.032264
Epoch 423
Validation prc-auc = 0.031075
Epoch 424
Loss = 5.0776e-02, PNorm = 65.5685, GNorm = 1.4653, lr_0 = 9.7990e-04
Validation prc-auc = 0.031888
Epoch 425
Validation prc-auc = 0.030923
Epoch 426
Validation prc-auc = 0.030554
Epoch 427
Validation prc-auc = 0.031809
Epoch 428
Validation prc-auc = 0.036977
Epoch 429
Loss = 1.3926e-01, PNorm = 65.6523, GNorm = 1.7990, lr_0 = 9.7966e-04
Validation prc-auc = 0.036391
Epoch 430
Validation prc-auc = 0.034639
Epoch 431
Validation prc-auc = 0.036375
Epoch 432
Validation prc-auc = 0.034629
Epoch 433
Loss = 3.8747e-02, PNorm = 65.7177, GNorm = 0.0404, lr_0 = 9.7942e-04
Validation prc-auc = 0.033509
Epoch 434
Validation prc-auc = 0.032278
Epoch 435
Validation prc-auc = 0.032144
Epoch 436
Validation prc-auc = 0.031517
Epoch 437
Validation prc-auc = 0.030690
Epoch 438
Loss = 8.1179e-02, PNorm = 65.7581, GNorm = 0.7509, lr_0 = 9.7917e-04
Loss = 5.2093e-01, PNorm = 65.7614, GNorm = 9.2295, lr_0 = 9.7916e-04
Validation prc-auc = 0.030728
Epoch 439
Validation prc-auc = 0.039897
Epoch 440
Validation prc-auc = 0.039253
Epoch 441
Validation prc-auc = 0.045527
Epoch 442
Validation prc-auc = 0.052928
Epoch 443
Loss = 8.4908e-02, PNorm = 65.9064, GNorm = 1.1354, lr_0 = 9.7893e-04
Validation prc-auc = 0.045187
Epoch 444
Validation prc-auc = 0.037787
Epoch 445
Validation prc-auc = 0.032247
Epoch 446
Validation prc-auc = 0.028448
Epoch 447
Validation prc-auc = 0.030325
Epoch 448
Loss = 3.2355e-02, PNorm = 66.0930, GNorm = 0.7829, lr_0 = 9.7867e-04
Validation prc-auc = 0.028864
Epoch 449
Validation prc-auc = 0.033293
Epoch 450
Validation prc-auc = 0.045405
Epoch 451
Validation prc-auc = 0.058036
Epoch 452
Loss = 5.5760e-02, PNorm = 66.2593, GNorm = 0.4047, lr_0 = 9.7845e-04
Loss = 2.6356e-02, PNorm = 66.2731, GNorm = 1.0224, lr_0 = 9.7843e-04
Validation prc-auc = 0.052673
Epoch 453
Validation prc-auc = 0.057062
Epoch 454
Validation prc-auc = 0.050821
Epoch 455
Validation prc-auc = 0.053957
Epoch 456
Validation prc-auc = 0.051157
Epoch 457
Loss = 1.3196e-01, PNorm = 66.4323, GNorm = 1.6171, lr_0 = 9.7819e-04
Loss = 1.0333e-01, PNorm = 66.4453, GNorm = 10.1657, lr_0 = 9.7817e-04
Validation prc-auc = 0.049217
Epoch 458
Validation prc-auc = 0.063648
Epoch 459
Validation prc-auc = 0.042839
Epoch 460
Validation prc-auc = 0.038991
Epoch 461
Validation prc-auc = 0.039692
Epoch 462
Loss = 1.9399e-01, PNorm = 66.6498, GNorm = 1.9129, lr_0 = 9.7794e-04
Validation prc-auc = 0.031693
Epoch 463
Validation prc-auc = 0.028082
Epoch 464
Validation prc-auc = 0.029347
Epoch 465
Validation prc-auc = 0.032330
Epoch 466
Loss = 7.1917e-02, PNorm = 66.8736, GNorm = 0.3112, lr_0 = 9.7770e-04
Validation prc-auc = 0.030735
Epoch 467
Validation prc-auc = 0.034523
Epoch 468
Validation prc-auc = 0.036874
Epoch 469
Validation prc-auc = 0.041380
Epoch 470
Validation prc-auc = 0.041428
Epoch 471
Loss = 6.6803e-02, PNorm = 67.0801, GNorm = 1.0651, lr_0 = 9.7746e-04
Loss = 2.2415e-02, PNorm = 67.0921, GNorm = 1.4932, lr_0 = 9.7744e-04
Validation prc-auc = 0.042756
Epoch 472
Validation prc-auc = 0.039613
Epoch 473
Validation prc-auc = 0.036787
Epoch 474
Validation prc-auc = 0.033536
Epoch 475
Validation prc-auc = 0.030371
Epoch 476
Loss = 6.5660e-02, PNorm = 67.2026, GNorm = 1.3356, lr_0 = 9.7721e-04
Validation prc-auc = 0.027849
Epoch 477
Validation prc-auc = 0.027478
Epoch 478
Validation prc-auc = 0.027415
Epoch 479
Validation prc-auc = 0.027286
Epoch 480
Validation prc-auc = 0.028111
Epoch 481
Loss = 7.5701e-02, PNorm = 67.3834, GNorm = 1.1386, lr_0 = 9.7695e-04
Validation prc-auc = 0.028916
Epoch 482
Validation prc-auc = 0.030570
Epoch 483
Validation prc-auc = 0.030183
Epoch 484
Validation prc-auc = 0.029651
Epoch 485
Loss = 1.1183e-01, PNorm = 67.5776, GNorm = 1.1591, lr_0 = 9.7673e-04
Loss = 6.7672e-02, PNorm = 67.5891, GNorm = 2.8731, lr_0 = 9.7671e-04
Validation prc-auc = 0.029189
Epoch 486
Validation prc-auc = 0.030958
Epoch 487
Validation prc-auc = 0.038578
Epoch 488
Validation prc-auc = 0.043174
Epoch 489
Validation prc-auc = 0.044908
Epoch 490
Loss = 1.3989e-01, PNorm = 67.7283, GNorm = 0.6030, lr_0 = 9.7647e-04
Loss = 7.5983e-03, PNorm = 67.7362, GNorm = 0.1465, lr_0 = 9.7645e-04
Validation prc-auc = 0.044406
Epoch 491
Validation prc-auc = 0.043674
Epoch 492
Validation prc-auc = 0.044805
Epoch 493
Validation prc-auc = 0.044033
Epoch 494
Validation prc-auc = 0.042960
Epoch 495
Loss = 1.1419e-01, PNorm = 67.8199, GNorm = 1.3791, lr_0 = 9.7623e-04
Validation prc-auc = 0.042109
Epoch 496
Validation prc-auc = 0.041249
Epoch 497
Validation prc-auc = 0.040748
Epoch 498
Validation prc-auc = 0.039573
Epoch 499
Loss = 1.5830e-01, PNorm = 67.8800, GNorm = 5.6234, lr_0 = 9.7599e-04
Validation prc-auc = 0.038077
Epoch 500
Validation prc-auc = 0.038480
Epoch 501
Validation prc-auc = 0.036752
Epoch 502
Validation prc-auc = 0.035012
Epoch 503
Validation prc-auc = 0.033947
Epoch 504
Loss = 1.0992e-01, PNorm = 67.9420, GNorm = 1.1977, lr_0 = 9.7574e-04
Loss = 6.0068e-01, PNorm = 67.9481, GNorm = 9.0412, lr_0 = 9.7573e-04
Validation prc-auc = 0.035084
Epoch 505
Validation prc-auc = 0.035718
Epoch 506
Validation prc-auc = 0.034886
Epoch 507
Validation prc-auc = 0.033050
Epoch 508
Validation prc-auc = 0.033635
Epoch 509
Loss = 1.5179e-01, PNorm = 68.0718, GNorm = 1.4454, lr_0 = 9.7550e-04
Validation prc-auc = 0.034825
Epoch 510
Validation prc-auc = 0.035215
Epoch 511
Validation prc-auc = 0.035221
Epoch 512
Validation prc-auc = 0.034504
Epoch 513
Validation prc-auc = 0.035005
Epoch 514
Loss = 1.2924e-02, PNorm = 68.1729, GNorm = 0.2464, lr_0 = 9.7524e-04
Validation prc-auc = 0.036243
Epoch 515
Validation prc-auc = 0.035600
Epoch 516
Validation prc-auc = 0.032471
Epoch 517
Validation prc-auc = 0.029761
Epoch 518
Loss = 2.8415e-02, PNorm = 68.2459, GNorm = 0.8392, lr_0 = 9.7502e-04
Loss = 1.6230e-03, PNorm = 68.2520, GNorm = 0.0516, lr_0 = 9.7500e-04
Validation prc-auc = 0.027042
Epoch 519
Validation prc-auc = 0.025800
Epoch 520
Validation prc-auc = 0.024795
Epoch 521
Validation prc-auc = 0.024523
Epoch 522
Validation prc-auc = 0.025053
Epoch 523
Loss = 4.5506e-02, PNorm = 68.3195, GNorm = 1.2206, lr_0 = 9.7476e-04
Loss = 1.6883e-03, PNorm = 68.3232, GNorm = 0.0738, lr_0 = 9.7474e-04
Validation prc-auc = 0.025398
Epoch 524
Validation prc-auc = 0.025512
Epoch 525
Validation prc-auc = 0.025277
Epoch 526
Validation prc-auc = 0.024481
Epoch 527
Validation prc-auc = 0.024246
Epoch 528
Loss = 1.7045e-01, PNorm = 68.3646, GNorm = 1.1416, lr_0 = 9.7452e-04
Validation prc-auc = 0.023983
Epoch 529
Validation prc-auc = 0.023859
Epoch 530
Validation prc-auc = 0.024298
Epoch 531
Validation prc-auc = 0.024750
Epoch 532
Validation prc-auc = 0.025092
Epoch 533
Loss = 4.3444e-03, PNorm = 68.4357, GNorm = 0.1332, lr_0 = 9.7426e-04
Validation prc-auc = 0.027177
Epoch 534
Validation prc-auc = 0.027162
Epoch 535
Validation prc-auc = 0.026132
Epoch 536
Validation prc-auc = 0.023942
Epoch 537
Loss = 1.8148e-01, PNorm = 68.8615, GNorm = 2.9449, lr_0 = 9.7403e-04
Loss = 3.1501e-01, PNorm = 68.9044, GNorm = 7.2147, lr_0 = 9.7401e-04
Validation prc-auc = 0.023436
Epoch 538
Validation prc-auc = 0.024719
Epoch 539
Validation prc-auc = 0.025598
Epoch 540
Validation prc-auc = 0.026374
Epoch 541
Validation prc-auc = 0.025956
Epoch 542
Loss = 2.0021e-01, PNorm = 69.3934, GNorm = 3.8277, lr_0 = 9.7379e-04
Validation prc-auc = 0.028790
Epoch 543
Validation prc-auc = 0.032805
Epoch 544
Validation prc-auc = 0.035290
Epoch 545
Validation prc-auc = 0.036368
Epoch 546
Validation prc-auc = 0.035520
Epoch 547
Loss = 9.9726e-02, PNorm = 69.7766, GNorm = 1.1144, lr_0 = 9.7353e-04
Validation prc-auc = 0.035321
Epoch 548
Validation prc-auc = 0.033004
Epoch 549
Validation prc-auc = 0.032777
Epoch 550
Validation prc-auc = 0.031142
Epoch 551
Loss = 6.5674e-02, PNorm = 69.9592, GNorm = 0.9882, lr_0 = 9.7331e-04
Loss = 1.0740e-02, PNorm = 69.9684, GNorm = 0.2710, lr_0 = 9.7329e-04
Validation prc-auc = 0.030310
Epoch 552
Validation prc-auc = 0.029216
Epoch 553
Validation prc-auc = 0.028419
Epoch 554
Validation prc-auc = 0.027547
Epoch 555
Validation prc-auc = 0.027343
Epoch 556
Loss = 5.5319e-02, PNorm = 70.0730, GNorm = 1.9334, lr_0 = 9.7305e-04
Loss = 2.9237e-02, PNorm = 70.0795, GNorm = 1.0436, lr_0 = 9.7303e-04
Validation prc-auc = 0.027216
Epoch 557
Validation prc-auc = 0.026711
Epoch 558
Validation prc-auc = 0.026792
Epoch 559
Validation prc-auc = 0.026744
Epoch 560
Validation prc-auc = 0.027507
Epoch 561
Loss = 5.7589e-02, PNorm = 70.1535, GNorm = 1.1642, lr_0 = 9.7281e-04
Validation prc-auc = 0.028114
Epoch 562
Validation prc-auc = 0.027999
Epoch 563
Validation prc-auc = 0.028817
Epoch 564
Validation prc-auc = 0.028827
Epoch 565
Validation prc-auc = 0.028646
Epoch 566
Loss = 1.7151e-01, PNorm = 70.2756, GNorm = 1.7256, lr_0 = 9.7255e-04
Validation prc-auc = 0.029275
Epoch 567
Validation prc-auc = 0.031028
Epoch 568
Validation prc-auc = 0.030774
Epoch 569
Validation prc-auc = 0.030077
Epoch 570
Loss = 3.2958e-02, PNorm = 70.4033, GNorm = 0.5890, lr_0 = 9.7232e-04
Loss = 1.4978e-01, PNorm = 70.4128, GNorm = 4.1609, lr_0 = 9.7231e-04
Validation prc-auc = 0.029858
Epoch 571
Validation prc-auc = 0.027553
Epoch 572
Validation prc-auc = 0.025924
Epoch 573
Validation prc-auc = 0.025246
Epoch 574
Validation prc-auc = 0.025623
Epoch 575
Loss = 5.7454e-02, PNorm = 70.5550, GNorm = 0.8444, lr_0 = 9.7208e-04
Validation prc-auc = 0.025432
Epoch 576
Validation prc-auc = 0.026088
Epoch 577
Validation prc-auc = 0.025765
Epoch 578
Validation prc-auc = 0.025799
Epoch 579
Validation prc-auc = 0.025838
Epoch 580
Loss = 1.6116e-02, PNorm = 70.6608, GNorm = 0.3094, lr_0 = 9.7182e-04
Validation prc-auc = 0.025942
Epoch 581
Validation prc-auc = 0.025962
Epoch 582
Validation prc-auc = 0.026936
Epoch 583
Validation prc-auc = 0.027147
Epoch 584
Loss = 4.7582e-02, PNorm = 70.7230, GNorm = 0.1629, lr_0 = 9.7160e-04
Loss = 4.8939e-03, PNorm = 70.7269, GNorm = 0.1392, lr_0 = 9.7158e-04
Validation prc-auc = 0.027761
Epoch 585
Validation prc-auc = 0.027987
Epoch 586
Validation prc-auc = 0.028374
Epoch 587
Validation prc-auc = 0.029151
Epoch 588
Validation prc-auc = 0.030071
Epoch 589
Loss = 1.9391e-02, PNorm = 70.8003, GNorm = 0.4601, lr_0 = 9.7134e-04
Loss = 1.5909e-03, PNorm = 70.8063, GNorm = 0.0504, lr_0 = 9.7132e-04
Validation prc-auc = 0.029781
Epoch 590
Validation prc-auc = 0.029661
Epoch 591
Validation prc-auc = 0.029786
Epoch 592
Validation prc-auc = 0.031949
Epoch 593
Validation prc-auc = 0.032063
Epoch 594
Loss = 8.0901e-02, PNorm = 70.9198, GNorm = 1.8762, lr_0 = 9.7110e-04
Validation prc-auc = 0.030137
Epoch 595
Validation prc-auc = 0.028943
Epoch 596
Validation prc-auc = 0.029309
Epoch 597
Validation prc-auc = 0.031329
Epoch 598
Validation prc-auc = 0.033667
Epoch 599
Loss = 4.9910e-02, PNorm = 71.1065, GNorm = 0.9397, lr_0 = 9.7084e-04
Validation prc-auc = 0.034649
Epoch 600
Validation prc-auc = 0.034949
Epoch 601
Validation prc-auc = 0.034483
Epoch 602
Validation prc-auc = 0.034240
Epoch 603
Loss = 2.1494e-02, PNorm = 71.2074, GNorm = 0.6765, lr_0 = 9.7062e-04
Loss = 1.0131e-02, PNorm = 71.2133, GNorm = 0.3163, lr_0 = 9.7060e-04
Validation prc-auc = 0.032954
Epoch 604
Validation prc-auc = 0.035360
Epoch 605
Validation prc-auc = 0.035737
Epoch 606
Validation prc-auc = 0.035864
Epoch 607
Validation prc-auc = 0.035165
Epoch 608
Loss = 1.0704e-01, PNorm = 71.2711, GNorm = 0.9592, lr_0 = 9.7036e-04
Validation prc-auc = 0.032811
Epoch 609
Validation prc-auc = 0.032371
Epoch 610
Validation prc-auc = 0.031653
Epoch 611
Validation prc-auc = 0.031922
Epoch 612
Validation prc-auc = 0.031505
Epoch 613
Loss = 1.3051e-01, PNorm = 71.3123, GNorm = 1.7658, lr_0 = 9.7012e-04
Validation prc-auc = 0.031578
Epoch 614
Validation prc-auc = 0.031953
Epoch 615
Validation prc-auc = 0.033156
Epoch 616
Validation prc-auc = 0.034610
Epoch 617
Loss = 2.2461e-02, PNorm = 71.3540, GNorm = 0.6937, lr_0 = 9.6990e-04
Loss = 1.6239e-02, PNorm = 71.3583, GNorm = 0.4535, lr_0 = 9.6988e-04
Validation prc-auc = 0.034720
Epoch 618
Validation prc-auc = 0.035153
Epoch 619
Validation prc-auc = 0.033820
Epoch 620
Validation prc-auc = 0.034330
Epoch 621
Validation prc-auc = 0.033136
Epoch 622
Loss = 1.1747e-02, PNorm = 71.4088, GNorm = 0.2965, lr_0 = 9.6964e-04
Loss = 8.4310e-03, PNorm = 71.4119, GNorm = 0.2787, lr_0 = 9.6962e-04
Validation prc-auc = 0.032657
Epoch 623
Validation prc-auc = 0.032818
Epoch 624
Validation prc-auc = 0.032769
Epoch 625
Validation prc-auc = 0.032042
Epoch 626
Validation prc-auc = 0.031890
Epoch 627
Loss = 2.8204e-03, PNorm = 71.4471, GNorm = 0.0546, lr_0 = 9.6940e-04
Validation prc-auc = 0.031989
Epoch 628
Validation prc-auc = 0.032381
Epoch 629
Validation prc-auc = 0.031695
Epoch 630
Validation prc-auc = 0.031070
Epoch 631
Validation prc-auc = 0.031365
Epoch 632
Loss = 1.4423e-02, PNorm = 71.4810, GNorm = 0.2935, lr_0 = 9.6914e-04
Validation prc-auc = 0.031525
Epoch 633
Validation prc-auc = 0.031869
Epoch 634
Validation prc-auc = 0.032528
Epoch 635
Validation prc-auc = 0.032864
Epoch 636
Loss = 6.5384e-03, PNorm = 71.5137, GNorm = 0.1991, lr_0 = 9.6892e-04
Loss = 6.6478e-03, PNorm = 71.5160, GNorm = 0.4566, lr_0 = 9.6890e-04
Validation prc-auc = 0.033267
Epoch 637
Validation prc-auc = 0.033582
Epoch 638
Validation prc-auc = 0.033055
Epoch 639
Validation prc-auc = 0.032747
Epoch 640
Validation prc-auc = 0.033287
Epoch 641
Loss = 5.8992e-02, PNorm = 71.5526, GNorm = 1.4390, lr_0 = 9.6866e-04
Validation prc-auc = 0.034915
Epoch 642
Validation prc-auc = 0.034536
Epoch 643
Validation prc-auc = 0.032919
Epoch 644
Validation prc-auc = 0.032808
Epoch 645
Validation prc-auc = 0.032120
Epoch 646
Loss = 1.3256e-02, PNorm = 71.6314, GNorm = 0.4708, lr_0 = 9.6842e-04
Validation prc-auc = 0.032096
Epoch 647
Validation prc-auc = 0.031550
Epoch 648
Validation prc-auc = 0.031502
Epoch 649
Validation prc-auc = 0.031652
Epoch 650
Loss = 5.4011e-02, PNorm = 71.6707, GNorm = 1.5099, lr_0 = 9.6820e-04
Loss = 1.1061e-02, PNorm = 71.6756, GNorm = 0.4759, lr_0 = 9.6818e-04
Validation prc-auc = 0.032190
Epoch 651
Validation prc-auc = 0.033190
Epoch 652
Validation prc-auc = 0.033556
Epoch 653
Validation prc-auc = 0.034097
Epoch 654
Validation prc-auc = 0.034645
Epoch 655
Loss = 4.2741e-02, PNorm = 71.7388, GNorm = 0.9561, lr_0 = 9.6794e-04
Loss = 6.9116e-03, PNorm = 71.7426, GNorm = 0.2079, lr_0 = 9.6792e-04
Validation prc-auc = 0.034850
Epoch 656
Validation prc-auc = 0.037113
Epoch 657
Validation prc-auc = 0.037256
Epoch 658
Validation prc-auc = 0.037093
Epoch 659
Validation prc-auc = 0.037194
Epoch 660
Loss = 1.1759e-01, PNorm = 71.8009, GNorm = 1.0228, lr_0 = 9.6770e-04
Validation prc-auc = 0.037137
Epoch 661
Validation prc-auc = 0.035073
Epoch 662
Validation prc-auc = 0.033739
Epoch 663
Validation prc-auc = 0.032029
Epoch 664
Validation prc-auc = 0.030627
Epoch 665
Loss = 5.8300e-02, PNorm = 71.8754, GNorm = 1.2128, lr_0 = 9.6744e-04
Validation prc-auc = 0.030488
Epoch 666
Validation prc-auc = 0.032241
Epoch 667
Validation prc-auc = 0.033353
Epoch 668
Validation prc-auc = 0.033721
Epoch 669
Loss = 2.2863e-02, PNorm = 71.9319, GNorm = 0.4046, lr_0 = 9.6722e-04
Loss = 7.6182e-03, PNorm = 71.9366, GNorm = 0.2234, lr_0 = 9.6720e-04
Validation prc-auc = 0.033253
Epoch 670
Validation prc-auc = 0.032848
Epoch 671
Validation prc-auc = 0.033390
Epoch 672
Validation prc-auc = 0.033549
Epoch 673
Validation prc-auc = 0.034263
Epoch 674
Loss = 3.8251e-03, PNorm = 71.9805, GNorm = 0.2417, lr_0 = 9.6696e-04
Validation prc-auc = 0.034333
Epoch 675
Validation prc-auc = 0.034480
Epoch 676
Validation prc-auc = 0.033771
Epoch 677
Validation prc-auc = 0.033612
Epoch 678
Validation prc-auc = 0.033190
Epoch 679
Loss = 7.1210e-03, PNorm = 72.0184, GNorm = 0.2329, lr_0 = 9.6672e-04
Validation prc-auc = 0.032564
Epoch 680
Validation prc-auc = 0.031563
Epoch 681
Validation prc-auc = 0.030919
Epoch 682
Validation prc-auc = 0.031602
Epoch 683
Loss = 3.0326e-02, PNorm = 72.1418, GNorm = 0.0041, lr_0 = 9.6648e-04
Validation prc-auc = 0.031544
Epoch 684
Validation prc-auc = 0.031233
Epoch 685
Validation prc-auc = 0.033934
Epoch 686
Validation prc-auc = 0.037716
Epoch 687
Validation prc-auc = 0.041772
Epoch 688
Loss = 1.4645e-01, PNorm = 72.2806, GNorm = 1.8253, lr_0 = 9.6624e-04
Loss = 4.4737e-02, PNorm = 72.2941, GNorm = 1.8843, lr_0 = 9.6622e-04
Validation prc-auc = 0.045306
Epoch 689
Validation prc-auc = 0.041070
Epoch 690
Validation prc-auc = 0.037702
Epoch 691
Validation prc-auc = 0.044717
Epoch 692
Validation prc-auc = 0.050981
Epoch 693
Loss = 1.6601e-02, PNorm = 72.4188, GNorm = 0.3186, lr_0 = 9.6600e-04
Validation prc-auc = 0.050626
Epoch 694
Validation prc-auc = 0.050103
Epoch 695
Validation prc-auc = 0.045265
Epoch 696
Validation prc-auc = 0.045985
Epoch 697
Validation prc-auc = 0.044503
Epoch 698
Loss = 7.1964e-03, PNorm = 72.5472, GNorm = 0.2588, lr_0 = 9.6574e-04
Validation prc-auc = 0.036815
Epoch 699
Validation prc-auc = 0.035701
Epoch 700
Validation prc-auc = 0.035396
Epoch 701
Validation prc-auc = 0.040289
Epoch 702
Loss = 2.8672e-02, PNorm = 72.6695, GNorm = 0.5909, lr_0 = 9.6552e-04
Loss = 1.5848e-03, PNorm = 72.6789, GNorm = 0.0464, lr_0 = 9.6550e-04
Validation prc-auc = 0.044974
Epoch 703
Validation prc-auc = 0.047455
Epoch 704
Validation prc-auc = 0.051109
Epoch 705
Validation prc-auc = 0.048947
Epoch 706
Validation prc-auc = 0.052863
Epoch 707
Loss = 4.3668e-02, PNorm = 72.8115, GNorm = 0.3064, lr_0 = 9.6526e-04
Loss = 5.4548e-03, PNorm = 72.8225, GNorm = 0.1438, lr_0 = 9.6525e-04
Validation prc-auc = 0.048546
Epoch 708
Validation prc-auc = 0.045820
Epoch 709
Validation prc-auc = 0.042173
Epoch 710
Validation prc-auc = 0.040995
Epoch 711
Validation prc-auc = 0.043238
Epoch 712
Loss = 3.0268e-02, PNorm = 72.9214, GNorm = 0.7553, lr_0 = 9.6502e-04
Validation prc-auc = 0.042201
Epoch 713
Validation prc-auc = 0.041447
Epoch 714
Validation prc-auc = 0.040159
Epoch 715
Validation prc-auc = 0.039382
Epoch 716
Loss = 3.4790e-02, PNorm = 72.9951, GNorm = 0.0443, lr_0 = 9.6479e-04
Validation prc-auc = 0.037632
Epoch 717
Validation prc-auc = 0.037198
Epoch 718
Validation prc-auc = 0.039747
Epoch 719
Validation prc-auc = 0.041689
Epoch 720
Validation prc-auc = 0.041532
Epoch 721
Loss = 3.1451e-02, PNorm = 73.0832, GNorm = 0.2771, lr_0 = 9.6455e-04
Loss = 8.7154e-04, PNorm = 73.0891, GNorm = 0.0300, lr_0 = 9.6453e-04
Validation prc-auc = 0.040170
Epoch 722
Validation prc-auc = 0.039728
Epoch 723
Validation prc-auc = 0.038898
Epoch 724
Validation prc-auc = 0.037784
Epoch 725
Validation prc-auc = 0.037528
Epoch 726
Loss = 1.1254e-02, PNorm = 73.1669, GNorm = 0.4934, lr_0 = 9.6431e-04
Validation prc-auc = 0.037451
Epoch 727
Validation prc-auc = 0.037243
Epoch 728
Validation prc-auc = 0.037323
Epoch 729
Validation prc-auc = 0.036372
Epoch 730
Validation prc-auc = 0.034763
Epoch 731
Loss = 9.5171e-03, PNorm = 73.2448, GNorm = 0.3649, lr_0 = 9.6405e-04
Validation prc-auc = 0.033388
Epoch 732
Validation prc-auc = 0.031781
Epoch 733
Validation prc-auc = 0.030717
Epoch 734
Validation prc-auc = 0.031693
Epoch 735
Loss = 5.5123e-02, PNorm = 73.2824, GNorm = 2.9526, lr_0 = 9.6383e-04
Loss = 9.9914e-03, PNorm = 73.2854, GNorm = 0.3350, lr_0 = 9.6381e-04
Validation prc-auc = 0.034269
Epoch 736
Validation prc-auc = 0.038516
Epoch 737
Validation prc-auc = 0.042017
Epoch 738
Validation prc-auc = 0.041686
Epoch 739
Validation prc-auc = 0.041806
Epoch 740
Loss = 9.0093e-03, PNorm = 73.3281, GNorm = 0.5541, lr_0 = 9.6357e-04
Loss = 1.0867e-02, PNorm = 73.3311, GNorm = 0.3332, lr_0 = 9.6355e-04
Validation prc-auc = 0.042463
Epoch 741
Validation prc-auc = 0.043623
Epoch 742
Validation prc-auc = 0.043714
Epoch 743
Validation prc-auc = 0.044037
Epoch 744
Validation prc-auc = 0.044224
Epoch 745
Loss = 4.6598e-02, PNorm = 73.3658, GNorm = 0.8435, lr_0 = 9.6333e-04
Validation prc-auc = 0.044468
Epoch 746
Validation prc-auc = 0.044209
Epoch 747
Validation prc-auc = 0.043948
Epoch 748
Validation prc-auc = 0.043267
Epoch 749
Loss = 7.6956e-03, PNorm = 73.4011, GNorm = 0.1090, lr_0 = 9.6309e-04
Validation prc-auc = 0.043546
Epoch 750
Validation prc-auc = 0.043499
Epoch 751
Validation prc-auc = 0.043935
Epoch 752
Validation prc-auc = 0.043411
Epoch 753
Validation prc-auc = 0.043098
Epoch 754
Loss = 6.2188e-03, PNorm = 73.4239, GNorm = 0.2826, lr_0 = 9.6285e-04
Loss = 3.3040e-03, PNorm = 73.4253, GNorm = 0.0753, lr_0 = 9.6284e-04
Validation prc-auc = 0.043379
Epoch 755
Validation prc-auc = 0.043920
Epoch 756
Validation prc-auc = 0.043515
Epoch 757
Validation prc-auc = 0.042283
Epoch 758
Validation prc-auc = 0.041642
Epoch 759
Loss = 9.5865e-03, PNorm = 73.4436, GNorm = 0.2496, lr_0 = 9.6262e-04
Validation prc-auc = 0.039356
Epoch 760
Validation prc-auc = 0.037869
Epoch 761
Validation prc-auc = 0.036864
Epoch 762
Validation prc-auc = 0.036529
Epoch 763
Validation prc-auc = 0.035964
Epoch 764
Loss = 9.7379e-03, PNorm = 73.4978, GNorm = 0.3715, lr_0 = 9.6236e-04
Validation prc-auc = 0.035501
Epoch 765
Validation prc-auc = 0.033518
Epoch 766
Validation prc-auc = 0.033205
Epoch 767
Validation prc-auc = 0.033009
Epoch 768
Loss = 1.4662e-02, PNorm = 73.6004, GNorm = 0.5428, lr_0 = 9.6214e-04
Loss = 2.6555e-02, PNorm = 73.6097, GNorm = 1.6476, lr_0 = 9.6212e-04
Validation prc-auc = 0.033086
Epoch 769
Validation prc-auc = 0.033440
Epoch 770
Validation prc-auc = 0.032778
Epoch 771
Validation prc-auc = 0.033080
Epoch 772
Validation prc-auc = 0.033152
Epoch 773
Loss = 1.1185e-01, PNorm = 73.6928, GNorm = 2.0145, lr_0 = 9.6188e-04
Loss = 4.9449e-03, PNorm = 73.6968, GNorm = 0.1623, lr_0 = 9.6186e-04
Validation prc-auc = 0.032608
Epoch 774
Validation prc-auc = 0.031787
Epoch 775
Validation prc-auc = 0.032774
Epoch 776
Validation prc-auc = 0.035472
Epoch 777
Validation prc-auc = 0.037048
Epoch 778
Loss = 5.4629e-02, PNorm = 73.7800, GNorm = 1.2440, lr_0 = 9.6164e-04
Validation prc-auc = 0.035765
Epoch 779
Validation prc-auc = 0.034167
Epoch 780
Validation prc-auc = 0.031026
Epoch 781
Validation prc-auc = 0.028726
Epoch 782
Validation prc-auc = 0.027976
Epoch 783
Loss = 3.1815e-01, PNorm = 73.8786, GNorm = 6.7981, lr_0 = 9.6139e-04
Validation prc-auc = 0.031752
Epoch 784
Validation prc-auc = 0.036497
Epoch 785
Validation prc-auc = 0.037748
Epoch 786
Validation prc-auc = 0.038549
Epoch 787
Loss = 9.1882e-02, PNorm = 73.9907, GNorm = 1.7042, lr_0 = 9.6117e-04
Loss = 2.3312e-03, PNorm = 74.0001, GNorm = 0.1207, lr_0 = 9.6115e-04
Validation prc-auc = 0.038561
Epoch 788
Validation prc-auc = 0.038064
Epoch 789
Validation prc-auc = 0.037676
Epoch 790
Validation prc-auc = 0.037447
Epoch 791
Validation prc-auc = 0.036840
Epoch 792
Loss = 4.2604e-02, PNorm = 74.1193, GNorm = 0.9290, lr_0 = 9.6093e-04
Validation prc-auc = 0.034384
Epoch 793
Validation prc-auc = 0.032683
Epoch 794
Validation prc-auc = 0.031166
Epoch 795
Validation prc-auc = 0.029854
Epoch 796
Validation prc-auc = 0.030198
Epoch 797
Loss = 6.6057e-03, PNorm = 74.2350, GNorm = 0.1628, lr_0 = 9.6067e-04
Validation prc-auc = 0.030366
Epoch 798
Validation prc-auc = 0.030422
Epoch 799
Validation prc-auc = 0.030695
Epoch 800
Validation prc-auc = 0.030487
Epoch 801
Loss = 4.6211e-02, PNorm = 74.2916, GNorm = 1.3544, lr_0 = 9.6045e-04
Loss = 4.8638e-03, PNorm = 74.2951, GNorm = 0.2764, lr_0 = 9.6043e-04
Validation prc-auc = 0.030328
Epoch 802
Validation prc-auc = 0.030199
Epoch 803
Validation prc-auc = 0.030005
Epoch 804
Validation prc-auc = 0.029648
Epoch 805
Validation prc-auc = 0.029500
Epoch 806
Loss = 5.4481e-02, PNorm = 74.3382, GNorm = 2.3937, lr_0 = 9.6019e-04
Loss = 2.9486e-02, PNorm = 74.3407, GNorm = 1.6210, lr_0 = 9.6018e-04
Validation prc-auc = 0.028618
Epoch 807
Validation prc-auc = 0.027909
Epoch 808
Validation prc-auc = 0.028748
Epoch 809
Validation prc-auc = 0.028953
Epoch 810
Validation prc-auc = 0.028963
Epoch 811
Loss = 7.6861e-03, PNorm = 74.3787, GNorm = 0.2055, lr_0 = 9.5996e-04
Validation prc-auc = 0.031227
Epoch 812
Validation prc-auc = 0.034152
Epoch 813
Validation prc-auc = 0.037235
Epoch 814
Validation prc-auc = 0.038421
Epoch 815
Validation prc-auc = 0.039567
Epoch 816
Loss = 1.8600e-02, PNorm = 74.4466, GNorm = 1.1055, lr_0 = 9.5970e-04
Validation prc-auc = 0.039429
Epoch 817
Validation prc-auc = 0.039103
Epoch 818
Validation prc-auc = 0.039419
Epoch 819
Validation prc-auc = 0.039977
Epoch 820
Loss = 1.4060e-02, PNorm = 74.4968, GNorm = 0.3154, lr_0 = 9.5948e-04
Loss = 1.7959e-03, PNorm = 74.4999, GNorm = 0.0663, lr_0 = 9.5946e-04
Validation prc-auc = 0.040338
Epoch 821
Validation prc-auc = 0.040136
Epoch 822
Validation prc-auc = 0.040078
Epoch 823
Validation prc-auc = 0.038926
Epoch 824
Validation prc-auc = 0.038246
Epoch 825
Loss = 1.3244e-03, PNorm = 74.5306, GNorm = 0.0385, lr_0 = 9.5924e-04
Validation prc-auc = 0.037017
Epoch 826
Validation prc-auc = 0.037339
Epoch 827
Validation prc-auc = 0.035865
Epoch 828
Validation prc-auc = 0.034335
Epoch 829
Validation prc-auc = 0.033543
Epoch 830
Loss = 2.0723e-02, PNorm = 74.5527, GNorm = 0.5674, lr_0 = 9.5899e-04
Validation prc-auc = 0.034297
Epoch 831
Validation prc-auc = 0.033012
Epoch 832
Validation prc-auc = 0.032642
Epoch 833
Validation prc-auc = 0.033480
Epoch 834
Loss = 8.6404e-03, PNorm = 74.5905, GNorm = 0.0775, lr_0 = 9.5877e-04
Loss = 4.4578e-05, PNorm = 74.5934, GNorm = 0.0028, lr_0 = 9.5875e-04
Validation prc-auc = 0.033647
Epoch 835
Validation prc-auc = 0.033779
Epoch 836
Validation prc-auc = 0.033886
Epoch 837
Validation prc-auc = 0.034352
Epoch 838
Validation prc-auc = 0.034555
Epoch 839
Loss = 7.7542e-02, PNorm = 74.6295, GNorm = 2.1792, lr_0 = 9.5851e-04
Loss = 7.2717e-03, PNorm = 74.6319, GNorm = 0.3889, lr_0 = 9.5849e-04
Validation prc-auc = 0.034815
Epoch 840
Validation prc-auc = 0.033467
Epoch 841
Validation prc-auc = 0.031963
Epoch 842
Validation prc-auc = 0.032649
Epoch 843
Validation prc-auc = 0.032489
Epoch 844
Loss = 5.2156e-03, PNorm = 74.6681, GNorm = 0.2205, lr_0 = 9.5827e-04
Validation prc-auc = 0.034310
Epoch 845
Validation prc-auc = 0.043145
Epoch 846
Validation prc-auc = 0.044726
Epoch 847
Validation prc-auc = 0.047131
Epoch 848
Validation prc-auc = 0.060835
Epoch 849
Loss = 4.5592e-02, PNorm = 74.7717, GNorm = 2.6026, lr_0 = 9.5802e-04
Validation prc-auc = 0.055798
Epoch 850
Validation prc-auc = 0.060866
Epoch 851
Validation prc-auc = 0.069110
Epoch 852
Validation prc-auc = 0.064785
Epoch 853
Loss = 5.0820e-02, PNorm = 74.8808, GNorm = 1.7183, lr_0 = 9.5780e-04
Loss = 2.8186e-04, PNorm = 74.8896, GNorm = 0.0087, lr_0 = 9.5778e-04
Validation prc-auc = 0.056802
Epoch 854
Validation prc-auc = 0.052729
Epoch 855
Validation prc-auc = 0.049078
Epoch 856
Validation prc-auc = 0.044490
Epoch 857
Validation prc-auc = 0.043066
Epoch 858
Loss = 9.0665e-03, PNorm = 74.9951, GNorm = 0.1716, lr_0 = 9.5754e-04
Validation prc-auc = 0.041670
Epoch 859
Validation prc-auc = 0.041009
Epoch 860
Validation prc-auc = 0.041468
Epoch 861
Validation prc-auc = 0.042298
Epoch 862
Validation prc-auc = 0.042595
Epoch 863
Loss = 1.5618e-02, PNorm = 75.0493, GNorm = 0.4354, lr_0 = 9.5730e-04
Validation prc-auc = 0.042544
Epoch 864
Validation prc-auc = 0.040918
Epoch 865
Validation prc-auc = 0.039842
Epoch 866
Validation prc-auc = 0.038961
Epoch 867
Loss = 1.2915e-01, PNorm = 75.1044, GNorm = 2.0130, lr_0 = 9.5708e-04
Loss = 1.7692e-02, PNorm = 75.1100, GNorm = 0.6168, lr_0 = 9.5707e-04
Validation prc-auc = 0.038160
Epoch 868
Validation prc-auc = 0.038912
Epoch 869
Validation prc-auc = 0.039716
Epoch 870
Validation prc-auc = 0.039827
Epoch 871
Validation prc-auc = 0.039739
Epoch 872
Loss = 4.9185e-02, PNorm = 75.1793, GNorm = 1.5141, lr_0 = 9.5683e-04
Loss = 3.5538e-04, PNorm = 75.1826, GNorm = 0.0145, lr_0 = 9.5681e-04
Validation prc-auc = 0.039422
Epoch 873
Validation prc-auc = 0.038993
Epoch 874
Validation prc-auc = 0.038041
Epoch 875
Validation prc-auc = 0.037490
Epoch 876
Validation prc-auc = 0.037386
Epoch 877
Loss = 3.9156e-03, PNorm = 75.2188, GNorm = 0.1015, lr_0 = 9.5659e-04
Validation prc-auc = 0.036603
Epoch 878
Validation prc-auc = 0.035980
Epoch 879
Validation prc-auc = 0.035446
Epoch 880
Validation prc-auc = 0.035219
Epoch 881
Validation prc-auc = 0.035035
Epoch 882
Loss = 3.6684e-03, PNorm = 75.2458, GNorm = 0.1655, lr_0 = 9.5634e-04
Validation prc-auc = 0.034767
Epoch 883
Validation prc-auc = 0.034500
Epoch 884
Validation prc-auc = 0.035033
Epoch 885
Validation prc-auc = 0.034323
Epoch 886
Loss = 3.4527e-03, PNorm = 75.2620, GNorm = 0.0836, lr_0 = 9.5612e-04
Loss = 6.8332e-02, PNorm = 75.2641, GNorm = 2.3243, lr_0 = 9.5610e-04
Validation prc-auc = 0.034468
Epoch 887
Validation prc-auc = 0.036070
Epoch 888
Validation prc-auc = 0.039277
Epoch 889
Validation prc-auc = 0.040747
Epoch 890
Validation prc-auc = 0.043036
Epoch 891
Loss = 1.8805e-02, PNorm = 75.3243, GNorm = 1.2401, lr_0 = 9.5586e-04
Validation prc-auc = 0.043198
Epoch 892
Validation prc-auc = 0.042643
Epoch 893
Validation prc-auc = 0.041863
Epoch 894
Validation prc-auc = 0.041436
Epoch 895
Validation prc-auc = 0.041840
Epoch 896
Loss = 1.0037e-02, PNorm = 75.3707, GNorm = 0.4566, lr_0 = 9.5563e-04
Validation prc-auc = 0.041380
Epoch 897
Validation prc-auc = 0.041910
Epoch 898
Validation prc-auc = 0.041333
Epoch 899
Validation prc-auc = 0.042704
Epoch 900
Loss = 1.8549e-02, PNorm = 75.4007, GNorm = 0.7978, lr_0 = 9.5541e-04
Loss = 1.2165e-01, PNorm = 75.4057, GNorm = 3.1359, lr_0 = 9.5539e-04
Validation prc-auc = 0.042184
Epoch 901
Validation prc-auc = 0.042622
Epoch 902
Validation prc-auc = 0.044071
Epoch 903
Validation prc-auc = 0.045341
Epoch 904
Validation prc-auc = 0.046698
Epoch 905
Loss = 5.5703e-02, PNorm = 75.5038, GNorm = 1.4630, lr_0 = 9.5515e-04
Loss = 1.0183e-02, PNorm = 75.5081, GNorm = 0.6496, lr_0 = 9.5513e-04
Validation prc-auc = 0.047597
Epoch 906
Validation prc-auc = 0.049944
Epoch 907
Validation prc-auc = 0.050181
Epoch 908
Validation prc-auc = 0.050197
Epoch 909
Validation prc-auc = 0.050558
Epoch 910
Loss = 1.5792e-02, PNorm = 75.5588, GNorm = 0.5006, lr_0 = 9.5491e-04
Validation prc-auc = 0.049501
Epoch 911
Validation prc-auc = 0.047427
Epoch 912
Validation prc-auc = 0.046317
Epoch 913
Validation prc-auc = 0.045565
Epoch 914
Validation prc-auc = 0.042605
Epoch 915
Loss = 8.1516e-02, PNorm = 75.6115, GNorm = 1.0718, lr_0 = 9.5466e-04
Validation prc-auc = 0.040858
Epoch 916
Validation prc-auc = 0.039870
Epoch 917
Validation prc-auc = 0.039456
Epoch 918
Validation prc-auc = 0.038706
Epoch 919
Loss = 6.7904e-03, PNorm = 75.6597, GNorm = 0.1025, lr_0 = 9.5444e-04
Loss = 4.8401e-04, PNorm = 75.6642, GNorm = 0.0148, lr_0 = 9.5442e-04
Validation prc-auc = 0.037461
Epoch 920
Validation prc-auc = 0.037368
Epoch 921
Validation prc-auc = 0.037198
Epoch 922
Validation prc-auc = 0.037368
Epoch 923
Validation prc-auc = 0.037828
Epoch 924
Loss = 5.8815e-02, PNorm = 75.7132, GNorm = 0.2857, lr_0 = 9.5419e-04
Validation prc-auc = 0.038614
Epoch 925
Validation prc-auc = 0.038779
Epoch 926
Validation prc-auc = 0.038535
Epoch 927
Validation prc-auc = 0.038273
Epoch 928
Validation prc-auc = 0.038721
Epoch 929
Loss = 8.7453e-03, PNorm = 75.7747, GNorm = 0.3074, lr_0 = 9.5395e-04
Validation prc-auc = 0.039749
Epoch 930
Validation prc-auc = 0.038975
Epoch 931
Validation prc-auc = 0.040063
Epoch 932
Validation prc-auc = 0.041198
Epoch 933
Loss = 3.7096e-03, PNorm = 75.8957, GNorm = 0.0120, lr_0 = 9.5371e-04
Validation prc-auc = 0.041138
Epoch 934
Validation prc-auc = 0.042195
Epoch 935
Validation prc-auc = 0.041689
Epoch 936
Validation prc-auc = 0.040299
Epoch 937
Validation prc-auc = 0.040726
Epoch 938
Loss = 3.9621e-02, PNorm = 75.9772, GNorm = 1.4044, lr_0 = 9.5348e-04
Loss = 3.1137e-03, PNorm = 75.9831, GNorm = 0.2209, lr_0 = 9.5346e-04
Validation prc-auc = 0.043063
Epoch 939
Validation prc-auc = 0.044345
Epoch 940
Validation prc-auc = 0.044981
Epoch 941
Validation prc-auc = 0.043871
Epoch 942
Validation prc-auc = 0.041073
Epoch 943
Loss = 8.8621e-04, PNorm = 76.0482, GNorm = 0.0525, lr_0 = 9.5324e-04
Validation prc-auc = 0.037023
Epoch 944
Validation prc-auc = 0.034750
Epoch 945
Validation prc-auc = 0.034651
Epoch 946
Validation prc-auc = 0.034630
Epoch 947
Validation prc-auc = 0.034427
Epoch 948
Loss = 7.0026e-03, PNorm = 76.1004, GNorm = 0.2909, lr_0 = 9.5299e-04
Validation prc-auc = 0.034339
Epoch 949
Validation prc-auc = 0.034569
Epoch 950
Validation prc-auc = 0.034197
Epoch 951
Validation prc-auc = 0.034672
Epoch 952
Loss = 1.4208e-02, PNorm = 76.1358, GNorm = 0.0262, lr_0 = 9.5277e-04
Loss = 1.5160e-04, PNorm = 76.1380, GNorm = 0.0078, lr_0 = 9.5275e-04
Validation prc-auc = 0.033994
Epoch 953
Validation prc-auc = 0.033634
Epoch 954
Validation prc-auc = 0.034017
Epoch 955
Validation prc-auc = 0.033235
Epoch 956
Validation prc-auc = 0.033267
Epoch 957
Loss = 7.5087e-03, PNorm = 76.1857, GNorm = 0.2544, lr_0 = 9.5251e-04
Loss = 1.5457e-05, PNorm = 76.1949, GNorm = 0.0007, lr_0 = 9.5250e-04
Validation prc-auc = 0.032814
Epoch 958
Validation prc-auc = 0.031066
Epoch 959
Validation prc-auc = 0.029372
Epoch 960
Validation prc-auc = 0.028132
Epoch 961
Validation prc-auc = 0.027070
Epoch 962
Loss = 3.2207e-03, PNorm = 76.2988, GNorm = 0.1454, lr_0 = 9.5228e-04
Validation prc-auc = 0.025536
Epoch 963
Validation prc-auc = 0.024975
Epoch 964
Validation prc-auc = 0.025693
Epoch 965
Validation prc-auc = 0.025408
Epoch 966
Loss = 3.1408e-03, PNorm = 76.4038, GNorm = 0.0220, lr_0 = 9.5204e-04
Validation prc-auc = 0.025488
Epoch 967
Validation prc-auc = 0.028070
Epoch 968
Validation prc-auc = 0.028697
Epoch 969
Validation prc-auc = 0.029351
Epoch 970
Validation prc-auc = 0.029203
Epoch 971
Loss = 6.9862e-03, PNorm = 76.4741, GNorm = 0.1897, lr_0 = 9.5180e-04
Loss = 2.9805e-03, PNorm = 76.4781, GNorm = 0.1648, lr_0 = 9.5179e-04
Validation prc-auc = 0.029744
Epoch 972
Validation prc-auc = 0.029849
Epoch 973
Validation prc-auc = 0.029950
Epoch 974
Validation prc-auc = 0.030504
Epoch 975
Validation prc-auc = 0.030455
Epoch 976
Loss = 3.8648e-03, PNorm = 76.5177, GNorm = 0.1027, lr_0 = 9.5157e-04
Validation prc-auc = 0.030511
Epoch 977
Validation prc-auc = 0.031106
Epoch 978
Validation prc-auc = 0.031023
Epoch 979
Validation prc-auc = 0.031024
Epoch 980
Validation prc-auc = 0.030890
Epoch 981
Loss = 3.9673e-02, PNorm = 76.5485, GNorm = 1.5916, lr_0 = 9.5132e-04
Validation prc-auc = 0.031615
Epoch 982
Validation prc-auc = 0.031722
Epoch 983
Validation prc-auc = 0.031840
Epoch 984
Validation prc-auc = 0.031469
Epoch 985
Loss = 6.0557e-04, PNorm = 76.5816, GNorm = 0.0093, lr_0 = 9.5110e-04
Loss = 1.8844e-03, PNorm = 76.5836, GNorm = 0.0949, lr_0 = 9.5108e-04
Validation prc-auc = 0.031220
Epoch 986
Validation prc-auc = 0.030956
Epoch 987
Validation prc-auc = 0.030774
Epoch 988
Validation prc-auc = 0.030800
Epoch 989
Validation prc-auc = 0.031183
Epoch 990
Loss = 6.2487e-02, PNorm = 76.6095, GNorm = 3.2867, lr_0 = 9.5084e-04
Loss = 3.3753e-04, PNorm = 76.6119, GNorm = 0.0122, lr_0 = 9.5083e-04
Validation prc-auc = 0.031284
Epoch 991
Validation prc-auc = 0.031117
Epoch 992
Validation prc-auc = 0.030663
Epoch 993
Validation prc-auc = 0.030838
Epoch 994
Validation prc-auc = 0.031062
Epoch 995
Loss = 2.2494e-04, PNorm = 76.6511, GNorm = 0.0080, lr_0 = 9.5061e-04
Validation prc-auc = 0.030746
Epoch 996
Validation prc-auc = 0.030827
Epoch 997
Validation prc-auc = 0.030864
Epoch 998
Validation prc-auc = 0.030396
Epoch 999
Loss = 1.0956e-02, PNorm = 76.6972, GNorm = 1.2049, lr_0 = 9.5037e-04
Validation prc-auc = 0.030107
Epoch 1000
Validation prc-auc = 0.029713
Epoch 1001
Validation prc-auc = 0.029308
Epoch 1002
Validation prc-auc = 0.028827
Epoch 1003
Validation prc-auc = 0.028557
Epoch 1004
Loss = 9.3526e-03, PNorm = 76.7497, GNorm = 0.5338, lr_0 = 9.5014e-04
Loss = 8.4636e-04, PNorm = 76.7529, GNorm = 0.0513, lr_0 = 9.5012e-04
Validation prc-auc = 0.027735
Epoch 1005
Validation prc-auc = 0.028628
Epoch 1006
Validation prc-auc = 0.028570
Epoch 1007
Validation prc-auc = 0.029520
Epoch 1008
Validation prc-auc = 0.030154
Epoch 1009
Loss = 3.7335e-03, PNorm = 76.7880, GNorm = 0.0983, lr_0 = 9.4990e-04
Validation prc-auc = 0.031003
Epoch 1010
Validation prc-auc = 0.031127
Epoch 1011
Validation prc-auc = 0.030894
Epoch 1012
Validation prc-auc = 0.030693
Epoch 1013
Validation prc-auc = 0.030059
Epoch 1014
Loss = 1.2892e-02, PNorm = 76.8242, GNorm = 0.2387, lr_0 = 9.4965e-04
Validation prc-auc = 0.029853
Epoch 1015
Validation prc-auc = 0.029401
Epoch 1016
Validation prc-auc = 0.029330
Epoch 1017
Validation prc-auc = 0.028988
Epoch 1018
Loss = 2.1619e-03, PNorm = 76.8524, GNorm = 0.0282, lr_0 = 9.4943e-04
Loss = 7.6959e-04, PNorm = 76.8540, GNorm = 0.0263, lr_0 = 9.4941e-04
Validation prc-auc = 0.028876
Epoch 1019
Validation prc-auc = 0.029539
Epoch 1020
Validation prc-auc = 0.030104
Epoch 1021
Validation prc-auc = 0.031432
Epoch 1022
Validation prc-auc = 0.031216
Epoch 1023
Loss = 6.2367e-02, PNorm = 76.9450, GNorm = 0.9778, lr_0 = 9.4918e-04
Loss = 1.8076e-03, PNorm = 76.9531, GNorm = 0.0953, lr_0 = 9.4916e-04
Validation prc-auc = 0.032170
Epoch 1024
Validation prc-auc = 0.032333
Epoch 1025
Validation prc-auc = 0.032074
Epoch 1026
Validation prc-auc = 0.032314
Epoch 1027
Validation prc-auc = 0.032181
Epoch 1028
Loss = 3.8971e-02, PNorm = 77.0274, GNorm = 0.7112, lr_0 = 9.4894e-04
Validation prc-auc = 0.031859
Epoch 1029
Validation prc-auc = 0.030282
Epoch 1030
Validation prc-auc = 0.029566
Epoch 1031
Validation prc-auc = 0.029591
Epoch 1032
Validation prc-auc = 0.028477
Epoch 1033
Loss = 6.4113e-03, PNorm = 77.0985, GNorm = 0.2845, lr_0 = 9.4869e-04
Validation prc-auc = 0.027930
Epoch 1034
Validation prc-auc = 0.027652
Epoch 1035
Validation prc-auc = 0.028788
Epoch 1036
Validation prc-auc = 0.028671
Epoch 1037
Loss = 5.0298e-02, PNorm = 77.1538, GNorm = 2.6256, lr_0 = 9.4847e-04
Loss = 1.3276e-03, PNorm = 77.1595, GNorm = 0.0613, lr_0 = 9.4845e-04
Validation prc-auc = 0.028194
Epoch 1038
Validation prc-auc = 0.026963
Epoch 1039
Validation prc-auc = 0.026770
Epoch 1040
Validation prc-auc = 0.029490
Epoch 1041
Validation prc-auc = 0.034560
Epoch 1042
Loss = 6.3797e-02, PNorm = 77.2481, GNorm = 0.7763, lr_0 = 9.4823e-04
Validation prc-auc = 0.036255
Epoch 1043
Validation prc-auc = 0.036982
Epoch 1044
Validation prc-auc = 0.034208
Epoch 1045
Validation prc-auc = 0.029007
Epoch 1046
Validation prc-auc = 0.026031
Epoch 1047
Loss = 1.5696e-01, PNorm = 77.4071, GNorm = 3.4629, lr_0 = 9.4798e-04
Validation prc-auc = 0.027268
Epoch 1048
Validation prc-auc = 0.031284
Epoch 1049
Validation prc-auc = 0.030915
Epoch 1050
Validation prc-auc = 0.032627
Epoch 1051
Loss = 1.0908e-01, PNorm = 77.8763, GNorm = 1.4476, lr_0 = 9.4776e-04
Loss = 6.2846e-02, PNorm = 77.9125, GNorm = 1.9647, lr_0 = 9.4775e-04
Validation prc-auc = 0.031054
Epoch 1052
Validation prc-auc = 0.028179
Epoch 1053
Validation prc-auc = 0.026467
Epoch 1054
Validation prc-auc = 0.027466
Epoch 1055
Validation prc-auc = 0.028295
Epoch 1056
Loss = 7.7298e-02, PNorm = 78.3612, GNorm = 1.1969, lr_0 = 9.4751e-04
Loss = 1.0947e-01, PNorm = 78.3857, GNorm = 2.9652, lr_0 = 9.4749e-04
Validation prc-auc = 0.031390
Epoch 1057
Validation prc-auc = 0.028219
Epoch 1058
Validation prc-auc = 0.028447
Epoch 1059
Validation prc-auc = 0.029656
Epoch 1060
Validation prc-auc = 0.029885
Epoch 1061
Loss = 1.7640e-02, PNorm = 78.6290, GNorm = 0.6301, lr_0 = 9.4728e-04
Validation prc-auc = 0.028854
Epoch 1062
Validation prc-auc = 0.027936
Epoch 1063
Validation prc-auc = 0.032812
Epoch 1064
Validation prc-auc = 0.035784
Epoch 1065
Validation prc-auc = 0.037167
Epoch 1066
Loss = 4.3382e-03, PNorm = 78.8268, GNorm = 0.0841, lr_0 = 9.4702e-04
Validation prc-auc = 0.040143
Epoch 1067
Validation prc-auc = 0.035357
Epoch 1068
Validation prc-auc = 0.032710
Epoch 1069
Validation prc-auc = 0.034892
Epoch 1070
Loss = 3.7850e-02, PNorm = 78.9706, GNorm = 1.1423, lr_0 = 9.4681e-04
Loss = 4.3004e-01, PNorm = 78.9796, GNorm = 7.2734, lr_0 = 9.4679e-04
Validation prc-auc = 0.037027
Epoch 1071
Validation prc-auc = 0.038424
Epoch 1072
Validation prc-auc = 0.039135
Epoch 1073
Validation prc-auc = 0.040373
Epoch 1074
Validation prc-auc = 0.039492
Epoch 1075
Loss = 1.0029e-01, PNorm = 79.1836, GNorm = 0.8397, lr_0 = 9.4657e-04
Validation prc-auc = 0.038866
Epoch 1076
Validation prc-auc = 0.036871
Epoch 1077
Validation prc-auc = 0.036172
Epoch 1078
Validation prc-auc = 0.036583
Epoch 1079
Validation prc-auc = 0.035836
Epoch 1080
Loss = 2.0431e-02, PNorm = 79.4232, GNorm = 0.4431, lr_0 = 9.4632e-04
Validation prc-auc = 0.034307
Epoch 1081
Validation prc-auc = 0.033633
Epoch 1082
Validation prc-auc = 0.032757
Epoch 1083
Validation prc-auc = 0.032739
Epoch 1084
Loss = 2.0387e-02, PNorm = 79.5683, GNorm = 0.9500, lr_0 = 9.4610e-04
Loss = 9.2918e-04, PNorm = 79.5766, GNorm = 0.0317, lr_0 = 9.4608e-04
Validation prc-auc = 0.033758
Epoch 1085
Validation prc-auc = 0.034523
Epoch 1086
Validation prc-auc = 0.034733
Epoch 1087
Validation prc-auc = 0.035652
Epoch 1088
Validation prc-auc = 0.036267
Epoch 1089
Loss = 1.1375e-02, PNorm = 79.6596, GNorm = 0.1720, lr_0 = 9.4585e-04
Loss = 4.6013e-03, PNorm = 79.6647, GNorm = 0.1715, lr_0 = 9.4583e-04
Validation prc-auc = 0.036116
Epoch 1090
Validation prc-auc = 0.036518
Epoch 1091
Validation prc-auc = 0.037617
Epoch 1092
Validation prc-auc = 0.037844
Epoch 1093
Validation prc-auc = 0.039919
Epoch 1094
Loss = 1.3652e-03, PNorm = 79.7117, GNorm = 0.0360, lr_0 = 9.4561e-04
Validation prc-auc = 0.039983
Epoch 1095
Validation prc-auc = 0.041641
Epoch 1096
Validation prc-auc = 0.049446
Epoch 1097
Validation prc-auc = 0.049553
Epoch 1098
Validation prc-auc = 0.050622
Epoch 1099
Loss = 7.1356e-03, PNorm = 79.7454, GNorm = 0.2700, lr_0 = 9.4536e-04
Validation prc-auc = 0.047035
Epoch 1100
Validation prc-auc = 0.046624
Epoch 1101
Validation prc-auc = 0.046688
Epoch 1102
Validation prc-auc = 0.043830
Epoch 1103
Loss = 1.3604e-02, PNorm = 79.7749, GNorm = 1.2148, lr_0 = 9.4515e-04
Loss = 8.8621e-05, PNorm = 79.7771, GNorm = 0.0031, lr_0 = 9.4513e-04
Validation prc-auc = 0.042911
Epoch 1104
Validation prc-auc = 0.041400
Epoch 1105
Validation prc-auc = 0.039549
Epoch 1106
Validation prc-auc = 0.038129
Epoch 1107
Validation prc-auc = 0.037706
Epoch 1108
Loss = 9.6231e-02, PNorm = 79.8028, GNorm = 2.2122, lr_0 = 9.4489e-04
Validation prc-auc = 0.036888
Epoch 1109
Validation prc-auc = 0.037743
Epoch 1110
Validation prc-auc = 0.038371
Epoch 1111
Validation prc-auc = 0.039532
Epoch 1112
Validation prc-auc = 0.039365
Epoch 1113
Loss = 1.2012e-01, PNorm = 79.8475, GNorm = 2.5124, lr_0 = 9.4466e-04
Validation prc-auc = 0.038100
Epoch 1114
Validation prc-auc = 0.040114
Epoch 1115
Validation prc-auc = 0.039189
Epoch 1116
Validation prc-auc = 0.039269
Epoch 1117
Loss = 1.7835e-02, PNorm = 79.9241, GNorm = 0.1450, lr_0 = 9.4444e-04
Loss = 1.3527e-01, PNorm = 79.9317, GNorm = 6.2615, lr_0 = 9.4443e-04
Validation prc-auc = 0.040445
Epoch 1118
Validation prc-auc = 0.037723
Epoch 1119
Validation prc-auc = 0.037844
Epoch 1120
Validation prc-auc = 0.039400
Epoch 1121
Validation prc-auc = 0.040139
Epoch 1122
Loss = 8.8266e-03, PNorm = 80.0849, GNorm = 0.2035, lr_0 = 9.4419e-04
Loss = 1.4992e-01, PNorm = 80.0955, GNorm = 4.7975, lr_0 = 9.4417e-04
Validation prc-auc = 0.038148
Epoch 1123
Validation prc-auc = 0.033836
Epoch 1124
Validation prc-auc = 0.033388
Epoch 1125
Validation prc-auc = 0.033393
Epoch 1126
Validation prc-auc = 0.032843
Epoch 1127
Loss = 4.4356e-02, PNorm = 80.2236, GNorm = 0.7413, lr_0 = 9.4396e-04
Validation prc-auc = 0.033100
Epoch 1128
Validation prc-auc = 0.033094
Epoch 1129
Validation prc-auc = 0.033020
Epoch 1130
Validation prc-auc = 0.033579
Epoch 1131
Validation prc-auc = 0.034766
Epoch 1132
Loss = 1.1148e-02, PNorm = 80.3278, GNorm = 0.5090, lr_0 = 9.4371e-04
Validation prc-auc = 0.033416
Epoch 1133
Validation prc-auc = 0.033440
Epoch 1134
Validation prc-auc = 0.032724
Epoch 1135
Validation prc-auc = 0.032433
Epoch 1136
Loss = 8.2101e-02, PNorm = 80.4433, GNorm = 1.5126, lr_0 = 9.4349e-04
Loss = 4.4460e-05, PNorm = 80.4543, GNorm = 0.0027, lr_0 = 9.4347e-04
Validation prc-auc = 0.031553
Epoch 1137
Validation prc-auc = 0.031969
Epoch 1138
Validation prc-auc = 0.031946
Epoch 1139
Validation prc-auc = 0.032364
Epoch 1140
Validation prc-auc = 0.032826
Epoch 1141
Loss = 7.1405e-02, PNorm = 80.5915, GNorm = 0.4153, lr_0 = 9.4324e-04
Validation prc-auc = 0.033377
Epoch 1142
Validation prc-auc = 0.033032
Epoch 1143
Validation prc-auc = 0.031764
Epoch 1144
Validation prc-auc = 0.030535
Epoch 1145
Validation prc-auc = 0.030485
Epoch 1146
Loss = 4.7656e-02, PNorm = 80.7316, GNorm = 1.1638, lr_0 = 9.4300e-04
Validation prc-auc = 0.032064
Epoch 1147
Validation prc-auc = 0.033160
Epoch 1148
Validation prc-auc = 0.034985
Epoch 1149
Validation prc-auc = 0.033715
Epoch 1150
Loss = 3.9386e-02, PNorm = 80.9664, GNorm = 0.6877, lr_0 = 9.4279e-04
Loss = 9.2921e-03, PNorm = 80.9846, GNorm = 0.5553, lr_0 = 9.4277e-04
Validation prc-auc = 0.032492
Epoch 1151
Validation prc-auc = 0.034482
Epoch 1152
Validation prc-auc = 0.034663
Epoch 1153
Validation prc-auc = 0.035341
Epoch 1154
Validation prc-auc = 0.038633
Epoch 1155
Loss = 2.8870e-02, PNorm = 81.2106, GNorm = 0.5550, lr_0 = 9.4253e-04
Loss = 6.3532e-02, PNorm = 81.2284, GNorm = 1.9429, lr_0 = 9.4252e-04
Validation prc-auc = 0.040763
Epoch 1156
Validation prc-auc = 0.042497
Epoch 1157
Validation prc-auc = 0.046691
Epoch 1158
Validation prc-auc = 0.045101
Epoch 1159
Validation prc-auc = 0.043423
Epoch 1160
Loss = 1.0842e-01, PNorm = 81.4805, GNorm = 2.0739, lr_0 = 9.4230e-04
Validation prc-auc = 0.040028
Epoch 1161
Validation prc-auc = 0.034101
Epoch 1162
Validation prc-auc = 0.035592
Epoch 1163
Validation prc-auc = 0.035280
Epoch 1164
Validation prc-auc = 0.034283
Epoch 1165
Loss = 7.1374e-02, PNorm = 81.8881, GNorm = 0.8978, lr_0 = 9.4205e-04
Validation prc-auc = 0.034165
Epoch 1166
Validation prc-auc = 0.034904
Epoch 1167
Validation prc-auc = 0.033213
Epoch 1168
Validation prc-auc = 0.031695
Epoch 1169
Loss = 9.3894e-02, PNorm = 82.2275, GNorm = 1.3325, lr_0 = 9.4183e-04
Loss = 6.3263e-02, PNorm = 82.2511, GNorm = 2.3131, lr_0 = 9.4182e-04
Validation prc-auc = 0.032258
Epoch 1170
Validation prc-auc = 0.032325
Epoch 1171
Validation prc-auc = 0.031863
Epoch 1172
Validation prc-auc = 0.033463
Epoch 1173
Validation prc-auc = 0.034670
Epoch 1174
Loss = 3.6132e-02, PNorm = 82.4743, GNorm = 0.9432, lr_0 = 9.4158e-04
Validation prc-auc = 0.034214
Epoch 1175
Validation prc-auc = 0.033702
Epoch 1176
Validation prc-auc = 0.033297
Epoch 1177
Validation prc-auc = 0.033501
Epoch 1178
Validation prc-auc = 0.033927
Epoch 1179
Loss = 8.6550e-02, PNorm = 82.6569, GNorm = 0.9118, lr_0 = 9.4135e-04
Validation prc-auc = 0.033339
Epoch 1180
Validation prc-auc = 0.033558
Epoch 1181
Validation prc-auc = 0.033373
Epoch 1182
Validation prc-auc = 0.034041
Epoch 1183
Loss = 7.2826e-03, PNorm = 82.7710, GNorm = 0.0186, lr_0 = 9.4112e-04
Validation prc-auc = 0.036168
Epoch 1184
Validation prc-auc = 0.036072
Epoch 1185
Validation prc-auc = 0.036408
Epoch 1186
Validation prc-auc = 0.036319
Epoch 1187
Validation prc-auc = 0.037959
Epoch 1188
Loss = 2.4719e-03, PNorm = 82.8435, GNorm = 0.0408, lr_0 = 9.4088e-04
Loss = 2.8211e-03, PNorm = 82.8474, GNorm = 0.1032, lr_0 = 9.4087e-04
Validation prc-auc = 0.038076
Epoch 1189
Validation prc-auc = 0.037613
Epoch 1190
Validation prc-auc = 0.036866
Epoch 1191
Validation prc-auc = 0.036176
Epoch 1192
Validation prc-auc = 0.036007
Epoch 1193
Loss = 6.0814e-04, PNorm = 82.9230, GNorm = 0.0186, lr_0 = 9.4065e-04
Validation prc-auc = 0.035681
Epoch 1194
Validation prc-auc = 0.035684
Epoch 1195
Validation prc-auc = 0.032564
Epoch 1196
Validation prc-auc = 0.034603
Epoch 1197
Validation prc-auc = 0.032409
Epoch 1198
Loss = 3.1615e-01, PNorm = 83.2720, GNorm = 2.9059, lr_0 = 9.4040e-04
Validation prc-auc = 0.029442
Epoch 1199
Validation prc-auc = 0.026675
Epoch 1200
Validation prc-auc = 0.025654
Epoch 1201
Validation prc-auc = 0.025471
Epoch 1202
Loss = 2.7787e-01, PNorm = 83.7150, GNorm = 4.6771, lr_0 = 9.4018e-04
Loss = 4.8249e-02, PNorm = 83.7432, GNorm = 2.2710, lr_0 = 9.4016e-04
Validation prc-auc = 0.026891
Epoch 1203
Validation prc-auc = 0.027642
Epoch 1204
Validation prc-auc = 0.030160
Epoch 1205
Validation prc-auc = 0.031457
Epoch 1206
Validation prc-auc = 0.029429
Epoch 1207
Loss = 1.3235e-01, PNorm = 84.0397, GNorm = 1.9057, lr_0 = 9.3993e-04
Loss = 1.0130e-02, PNorm = 84.0558, GNorm = 0.2779, lr_0 = 9.3991e-04
Validation prc-auc = 0.028711
Epoch 1208
Validation prc-auc = 0.029127
Epoch 1209
Validation prc-auc = 0.030238
Epoch 1210
Validation prc-auc = 0.035164
Epoch 1211
Validation prc-auc = 0.037973
Epoch 1212
Loss = 2.3558e-02, PNorm = 84.2259, GNorm = 0.7465, lr_0 = 9.3970e-04
Validation prc-auc = 0.040048
Epoch 1213
Validation prc-auc = 0.040625
Epoch 1214
Validation prc-auc = 0.041952
Epoch 1215
Validation prc-auc = 0.042286
Epoch 1216
Loss = 1.8186e-02, PNorm = 84.3353, GNorm = 0.1757, lr_0 = 9.3946e-04
Validation prc-auc = 0.040931
Epoch 1217
Validation prc-auc = 0.040876
Epoch 1218
Validation prc-auc = 0.042893
Epoch 1219
Validation prc-auc = 0.043382
Epoch 1220
Validation prc-auc = 0.046540
Epoch 1221
Loss = 3.9043e-02, PNorm = 84.4026, GNorm = 1.4733, lr_0 = 9.3923e-04
Loss = 3.3476e-02, PNorm = 84.4091, GNorm = 1.3495, lr_0 = 9.3922e-04
Validation prc-auc = 0.048800
Epoch 1222
Validation prc-auc = 0.048569
Epoch 1223
Validation prc-auc = 0.047326
Epoch 1224
Validation prc-auc = 0.046441
Epoch 1225
Validation prc-auc = 0.043585
Epoch 1226
Loss = 3.8547e-03, PNorm = 84.4792, GNorm = 0.0748, lr_0 = 9.3900e-04
Validation prc-auc = 0.042690
Epoch 1227
Validation prc-auc = 0.040971
Epoch 1228
Validation prc-auc = 0.039665
Epoch 1229
Validation prc-auc = 0.036714
Epoch 1230
Validation prc-auc = 0.038210
Epoch 1231
Loss = 1.8110e-02, PNorm = 84.5602, GNorm = 0.5526, lr_0 = 9.3875e-04
Validation prc-auc = 0.037406
Epoch 1232
Validation prc-auc = 0.038758
Epoch 1233
Validation prc-auc = 0.039008
Epoch 1234
Validation prc-auc = 0.039299
Epoch 1235
Loss = 4.2073e-03, PNorm = 84.6300, GNorm = 0.2717, lr_0 = 9.3853e-04
Loss = 2.3665e-02, PNorm = 84.6340, GNorm = 0.7194, lr_0 = 9.3852e-04
Validation prc-auc = 0.040116
Epoch 1236
Validation prc-auc = 0.039372
Epoch 1237
Validation prc-auc = 0.038729
Epoch 1238
Validation prc-auc = 0.038398
Epoch 1239
Validation prc-auc = 0.039308
Epoch 1240
Loss = 1.4761e-02, PNorm = 84.6770, GNorm = 0.2210, lr_0 = 9.3828e-04
Loss = 6.2945e-03, PNorm = 84.6800, GNorm = 0.2368, lr_0 = 9.3827e-04
Validation prc-auc = 0.039800
Epoch 1241
Validation prc-auc = 0.040004
Epoch 1242
Validation prc-auc = 0.039252
Epoch 1243
Validation prc-auc = 0.038726
Epoch 1244
Validation prc-auc = 0.038963
Epoch 1245
Loss = 9.3060e-03, PNorm = 84.7121, GNorm = 0.2470, lr_0 = 9.3805e-04
Validation prc-auc = 0.038907
Epoch 1246
Validation prc-auc = 0.038865
Epoch 1247
Validation prc-auc = 0.038767
Epoch 1248
Validation prc-auc = 0.040284
Epoch 1249
Loss = 3.7824e-03, PNorm = 84.7439, GNorm = 0.0388, lr_0 = 9.3782e-04
Validation prc-auc = 0.040180
Epoch 1250
Validation prc-auc = 0.040802
Epoch 1251
Validation prc-auc = 0.040718
Epoch 1252
Validation prc-auc = 0.040983
Epoch 1253
Validation prc-auc = 0.041316
Epoch 1254
Loss = 4.5441e-03, PNorm = 84.7677, GNorm = 0.0608, lr_0 = 9.3758e-04
Loss = 3.9852e-03, PNorm = 84.7696, GNorm = 0.1783, lr_0 = 9.3757e-04
Validation prc-auc = 0.041155
Epoch 1255
Validation prc-auc = 0.041438
Epoch 1256
Validation prc-auc = 0.041960
Epoch 1257
Validation prc-auc = 0.042598
Epoch 1258
Validation prc-auc = 0.042692
Epoch 1259
Loss = 9.4473e-03, PNorm = 84.7951, GNorm = 0.6627, lr_0 = 9.3735e-04
Validation prc-auc = 0.044380
Epoch 1260
Validation prc-auc = 0.043296
Epoch 1261
Validation prc-auc = 0.042649
Epoch 1262
Validation prc-auc = 0.041724
Epoch 1263
Validation prc-auc = 0.040782
Epoch 1264
Loss = 2.1077e-03, PNorm = 84.8516, GNorm = 0.0540, lr_0 = 9.3710e-04
Validation prc-auc = 0.038737
Epoch 1265
Validation prc-auc = 0.040732
Epoch 1266
Validation prc-auc = 0.041706
Epoch 1267
Validation prc-auc = 0.046821
Epoch 1268
Loss = 1.0255e-02, PNorm = 84.9352, GNorm = 0.2131, lr_0 = 9.3689e-04
Loss = 9.6834e-04, PNorm = 84.9521, GNorm = 0.0328, lr_0 = 9.3687e-04
Validation prc-auc = 0.056853
Epoch 1269
Validation prc-auc = 0.060160
Epoch 1270
Validation prc-auc = 0.064202
Epoch 1271
Validation prc-auc = 0.070503
Epoch 1272
Validation prc-auc = 0.061037
Epoch 1273
Loss = 2.8022e-02, PNorm = 85.2001, GNorm = 0.9205, lr_0 = 9.3664e-04
Loss = 1.4450e-02, PNorm = 85.2133, GNorm = 1.0175, lr_0 = 9.3662e-04
Validation prc-auc = 0.055091
Epoch 1274
Validation prc-auc = 0.054116
Epoch 1275
Validation prc-auc = 0.057031
Epoch 1276
Validation prc-auc = 0.046098
Epoch 1277
Validation prc-auc = 0.046333
Epoch 1278
Loss = 7.1269e-02, PNorm = 85.4081, GNorm = 1.5146, lr_0 = 9.3641e-04
Validation prc-auc = 0.046583
Epoch 1279
Validation prc-auc = 0.045820
Epoch 1280
Validation prc-auc = 0.046166
Epoch 1281
Validation prc-auc = 0.047419
Epoch 1282
Validation prc-auc = 0.048050
Epoch 1283
Loss = 1.0944e-01, PNorm = 85.6076, GNorm = 1.2990, lr_0 = 9.3616e-04
Validation prc-auc = 0.047622
Epoch 1284
Validation prc-auc = 0.048082
Epoch 1285
Validation prc-auc = 0.048353
Epoch 1286
Validation prc-auc = 0.045333
Epoch 1287
Loss = 1.2543e-02, PNorm = 85.6814, GNorm = 0.5737, lr_0 = 9.3594e-04
Loss = 1.5718e-04, PNorm = 85.6852, GNorm = 0.0091, lr_0 = 9.3592e-04
Validation prc-auc = 0.044892
Epoch 1288
Validation prc-auc = 0.043378
Epoch 1289
Validation prc-auc = 0.042218
Epoch 1290
Validation prc-auc = 0.041451
Epoch 1291
Validation prc-auc = 0.040437
Epoch 1292
Loss = 4.1054e-03, PNorm = 85.7273, GNorm = 0.1094, lr_0 = 9.3571e-04
Validation prc-auc = 0.040209
Epoch 1293
Validation prc-auc = 0.040139
Epoch 1294
Validation prc-auc = 0.039937
Epoch 1295
Validation prc-auc = 0.040015
Epoch 1296
Validation prc-auc = 0.039870
Epoch 1297
Loss = 5.9258e-03, PNorm = 85.7549, GNorm = 0.1438, lr_0 = 9.3546e-04
Validation prc-auc = 0.041777
Epoch 1298
Validation prc-auc = 0.039941
Epoch 1299
Validation prc-auc = 0.041886
Epoch 1300
Validation prc-auc = 0.041987
Epoch 1301
Loss = 1.0890e-02, PNorm = 85.8009, GNorm = 0.0709, lr_0 = 9.3524e-04
Loss = 4.2189e-03, PNorm = 85.8046, GNorm = 0.2753, lr_0 = 9.3523e-04
Validation prc-auc = 0.042132
Epoch 1302
Validation prc-auc = 0.044487
Epoch 1303
Validation prc-auc = 0.044300
Epoch 1304
Validation prc-auc = 0.041894
Epoch 1305
Validation prc-auc = 0.041531
Epoch 1306
Loss = 1.9095e-02, PNorm = 85.8720, GNorm = 0.4301, lr_0 = 9.3499e-04
Loss = 3.3825e-02, PNorm = 85.8790, GNorm = 2.2604, lr_0 = 9.3498e-04
Validation prc-auc = 0.042349
Epoch 1307
Validation prc-auc = 0.044078
Epoch 1308
Validation prc-auc = 0.045647
Epoch 1309
Validation prc-auc = 0.048611
Epoch 1310
Validation prc-auc = 0.051072
Epoch 1311
Loss = 1.2990e-02, PNorm = 85.9561, GNorm = 0.9447, lr_0 = 9.3476e-04
Validation prc-auc = 0.052572
Epoch 1312
Validation prc-auc = 0.054209
Epoch 1313
Validation prc-auc = 0.056178
Epoch 1314
Validation prc-auc = 0.057299
Epoch 1315
Validation prc-auc = 0.057049
Epoch 1316
Loss = 4.1081e-03, PNorm = 86.0062, GNorm = 0.1217, lr_0 = 9.3451e-04
Validation prc-auc = 0.056721
Epoch 1317
Validation prc-auc = 0.056958
Epoch 1318
Validation prc-auc = 0.056399
Epoch 1319
Validation prc-auc = 0.056696
Epoch 1320
Loss = 3.6036e-02, PNorm = 86.0239, GNorm = 1.3202, lr_0 = 9.3430e-04
Loss = 3.3747e-03, PNorm = 86.0251, GNorm = 0.1757, lr_0 = 9.3428e-04
Validation prc-auc = 0.055027
Epoch 1321
Validation prc-auc = 0.054349
Epoch 1322
Validation prc-auc = 0.052271
Epoch 1323
Validation prc-auc = 0.051187
Epoch 1324
Validation prc-auc = 0.048851
Epoch 1325
Loss = 1.4758e-02, PNorm = 86.0466, GNorm = 0.3277, lr_0 = 9.3407e-04
Validation prc-auc = 0.048231
Epoch 1326
Validation prc-auc = 0.048155
Epoch 1327
Validation prc-auc = 0.047784
Epoch 1328
Validation prc-auc = 0.046787
Epoch 1329
Validation prc-auc = 0.045246
Epoch 1330
Loss = 6.3555e-04, PNorm = 86.0797, GNorm = 0.0146, lr_0 = 9.3382e-04
Validation prc-auc = 0.044428
Epoch 1331
Validation prc-auc = 0.042867
Epoch 1332
Validation prc-auc = 0.040061
Epoch 1333
Validation prc-auc = 0.039344
Epoch 1334
Loss = 1.6133e-02, PNorm = 86.1130, GNorm = 0.0476, lr_0 = 9.3360e-04
Loss = 7.1557e-05, PNorm = 86.1166, GNorm = 0.0039, lr_0 = 9.3359e-04
Validation prc-auc = 0.038132
Epoch 1335
Validation prc-auc = 0.037146
Epoch 1336
Validation prc-auc = 0.036117
Epoch 1337
Validation prc-auc = 0.035868
Epoch 1338
Validation prc-auc = 0.035637
Epoch 1339
Loss = 3.0169e-03, PNorm = 86.1586, GNorm = 0.0482, lr_0 = 9.3336e-04
Loss = 2.6374e-03, PNorm = 86.1617, GNorm = 0.0804, lr_0 = 9.3334e-04
Validation prc-auc = 0.034780
Epoch 1340
Validation prc-auc = 0.034671
Epoch 1341
Validation prc-auc = 0.034186
Epoch 1342
Validation prc-auc = 0.033337
Epoch 1343
Validation prc-auc = 0.033347
Epoch 1344
Loss = 3.7051e-03, PNorm = 86.1946, GNorm = 0.1302, lr_0 = 9.3312e-04
Validation prc-auc = 0.032973
Epoch 1345
Validation prc-auc = 0.032946
Epoch 1346
Validation prc-auc = 0.032366
Epoch 1347
Validation prc-auc = 0.032557
Epoch 1348
Validation prc-auc = 0.032534
Epoch 1349
Loss = 3.3144e-03, PNorm = 86.2151, GNorm = 0.0862, lr_0 = 9.3288e-04
Validation prc-auc = 0.032529
Epoch 1350
Validation prc-auc = 0.032627
Epoch 1351
Validation prc-auc = 0.032444
Epoch 1352
Validation prc-auc = 0.033288
Epoch 1353
Loss = 4.5941e-03, PNorm = 86.2402, GNorm = 0.1015, lr_0 = 9.3266e-04
Loss = 8.1421e-03, PNorm = 86.2469, GNorm = 0.3176, lr_0 = 9.3264e-04
Validation prc-auc = 0.034483
Epoch 1354
Validation prc-auc = 0.035299
Epoch 1355
Validation prc-auc = 0.035550
Epoch 1356
Validation prc-auc = 0.034893
Epoch 1357
Validation prc-auc = 0.034171
Epoch 1358
Loss = 1.3637e-02, PNorm = 86.3752, GNorm = 0.9398, lr_0 = 9.3241e-04
Validation prc-auc = 0.034384
Epoch 1359
Validation prc-auc = 0.035145
Epoch 1360
Validation prc-auc = 0.036604
Epoch 1361
Validation prc-auc = 0.037895
Epoch 1362
Validation prc-auc = 0.037864
Epoch 1363
Loss = 3.4318e-02, PNorm = 86.4844, GNorm = 1.1243, lr_0 = 9.3218e-04
Validation prc-auc = 0.038290
Epoch 1364
Validation prc-auc = 0.037955
Epoch 1365
Validation prc-auc = 0.037673
Epoch 1366
Validation prc-auc = 0.037292
Epoch 1367
Loss = 4.5639e-02, PNorm = 86.5730, GNorm = 1.5437, lr_0 = 9.3197e-04
Loss = 2.9138e-04, PNorm = 86.5775, GNorm = 0.0145, lr_0 = 9.3195e-04
Validation prc-auc = 0.037343
Epoch 1368
Validation prc-auc = 0.036256
Epoch 1369
Validation prc-auc = 0.035489
Epoch 1370
Validation prc-auc = 0.035364
Epoch 1371
Validation prc-auc = 0.035592
Epoch 1372
Loss = 5.0628e-02, PNorm = 86.6287, GNorm = 0.4404, lr_0 = 9.3172e-04
Loss = 9.0754e-04, PNorm = 86.6320, GNorm = 0.0387, lr_0 = 9.3170e-04
Validation prc-auc = 0.034632
Epoch 1373
Validation prc-auc = 0.035770
Epoch 1374
Validation prc-auc = 0.036791
Epoch 1375
Validation prc-auc = 0.037550
Epoch 1376
Validation prc-auc = 0.038384
Epoch 1377
Loss = 1.3180e-03, PNorm = 86.6799, GNorm = 0.0278, lr_0 = 9.3149e-04
Validation prc-auc = 0.038408
Epoch 1378
Validation prc-auc = 0.038426
Epoch 1379
Validation prc-auc = 0.037923
Epoch 1380
Validation prc-auc = 0.038336
Epoch 1381
Validation prc-auc = 0.037678
Epoch 1382
Loss = 3.1639e-03, PNorm = 86.7123, GNorm = 0.0815, lr_0 = 9.3124e-04
Validation prc-auc = 0.037271
Epoch 1383
Validation prc-auc = 0.037193
Epoch 1384
Validation prc-auc = 0.036921
Epoch 1385
Validation prc-auc = 0.037183
Epoch 1386
Loss = 4.2522e-03, PNorm = 86.7669, GNorm = 0.0298, lr_0 = 9.3102e-04
Loss = 1.7378e-02, PNorm = 86.7744, GNorm = 0.6251, lr_0 = 9.3101e-04
Validation prc-auc = 0.038375
Epoch 1387
Validation prc-auc = 0.038760
Epoch 1388
Validation prc-auc = 0.039284
Epoch 1389
Validation prc-auc = 0.040943
Epoch 1390
Validation prc-auc = 0.042085
Epoch 1391
Loss = 7.6250e-03, PNorm = 86.9328, GNorm = 0.6951, lr_0 = 9.3078e-04
Validation prc-auc = 0.041095
Epoch 1392
Validation prc-auc = 0.039641
Epoch 1393
Validation prc-auc = 0.038268
Epoch 1394
Validation prc-auc = 0.037363
Epoch 1395
Validation prc-auc = 0.036472
Epoch 1396
Loss = 3.9079e-02, PNorm = 87.1350, GNorm = 1.0443, lr_0 = 9.3055e-04
Validation prc-auc = 0.035717
Epoch 1397
Validation prc-auc = 0.035439
Epoch 1398
Validation prc-auc = 0.034751
Epoch 1399
Validation prc-auc = 0.034705
Epoch 1400
Loss = 1.0758e-02, PNorm = 87.2739, GNorm = 0.0981, lr_0 = 9.3033e-04
Loss = 1.2505e-01, PNorm = 87.2860, GNorm = 5.3800, lr_0 = 9.3032e-04
Validation prc-auc = 0.037265
Epoch 1401
Validation prc-auc = 0.037731
Epoch 1402
Validation prc-auc = 0.038476
Epoch 1403
Validation prc-auc = 0.038723
Epoch 1404
Validation prc-auc = 0.038322
Epoch 1405
Loss = 4.9086e-02, PNorm = 87.4702, GNorm = 1.2507, lr_0 = 9.3008e-04
Loss = 1.9581e-04, PNorm = 87.4808, GNorm = 0.0083, lr_0 = 9.3007e-04
Validation prc-auc = 0.039123
Epoch 1406
Validation prc-auc = 0.039650
Epoch 1407
Validation prc-auc = 0.040747
Epoch 1408
Validation prc-auc = 0.040712
Epoch 1409
Validation prc-auc = 0.041086
Epoch 1410
Loss = 1.5731e-03, PNorm = 87.5695, GNorm = 0.0542, lr_0 = 9.2985e-04
Validation prc-auc = 0.041035
Epoch 1411
Validation prc-auc = 0.040568
Epoch 1412
Validation prc-auc = 0.041101
Epoch 1413
Validation prc-auc = 0.041573
Epoch 1414
Validation prc-auc = 0.042059
Epoch 1415
Loss = 1.5721e-03, PNorm = 87.6190, GNorm = 0.0832, lr_0 = 9.2961e-04
Validation prc-auc = 0.041454
Epoch 1416
Validation prc-auc = 0.042075
Epoch 1417
Validation prc-auc = 0.040944
Epoch 1418
Validation prc-auc = 0.040286
Epoch 1419
Loss = 1.3671e-03, PNorm = 87.6425, GNorm = 0.0442, lr_0 = 9.2939e-04
Loss = 1.7128e-03, PNorm = 87.6439, GNorm = 0.0858, lr_0 = 9.2938e-04
Validation prc-auc = 0.040359
Epoch 1420
Validation prc-auc = 0.041153
Epoch 1421
Validation prc-auc = 0.040345
Epoch 1422
Validation prc-auc = 0.039229
Epoch 1423
Validation prc-auc = 0.039668
Epoch 1424
Loss = 1.2699e-02, PNorm = 87.7105, GNorm = 0.4058, lr_0 = 9.2914e-04
Validation prc-auc = 0.040492
Epoch 1425
Validation prc-auc = 0.039873
Epoch 1426
Validation prc-auc = 0.039521
Epoch 1427
Validation prc-auc = 0.038786
Epoch 1428
Validation prc-auc = 0.038325
Epoch 1429
Loss = 3.9973e-04, PNorm = 87.8343, GNorm = 0.0109, lr_0 = 9.2891e-04
Validation prc-auc = 0.037745
Epoch 1430
Validation prc-auc = 0.037722
Epoch 1431
Validation prc-auc = 0.037198
Epoch 1432
Validation prc-auc = 0.037535
Epoch 1433
Loss = 3.9053e-03, PNorm = 87.8859, GNorm = 0.2630, lr_0 = 9.2868e-04
Validation prc-auc = 0.037620
Epoch 1434
Validation prc-auc = 0.037205
Epoch 1435
Validation prc-auc = 0.037026
Epoch 1436
Validation prc-auc = 0.037671
Epoch 1437
Validation prc-auc = 0.038105
Epoch 1438
Loss = 3.0455e-03, PNorm = 87.9359, GNorm = 0.0804, lr_0 = 9.2845e-04
Loss = 2.5400e-03, PNorm = 87.9390, GNorm = 0.0869, lr_0 = 9.2844e-04
Validation prc-auc = 0.039077
Epoch 1439
Validation prc-auc = 0.039158
Epoch 1440
Validation prc-auc = 0.039328
Epoch 1441
Validation prc-auc = 0.039563
Epoch 1442
Validation prc-auc = 0.037571
Epoch 1443
Loss = 4.3119e-03, PNorm = 87.9729, GNorm = 0.1308, lr_0 = 9.2822e-04
Validation prc-auc = 0.036348
Epoch 1444
Validation prc-auc = 0.036810
Epoch 1445
Validation prc-auc = 0.037018
Epoch 1446
Validation prc-auc = 0.035793
Epoch 1447
Validation prc-auc = 0.035788
Epoch 1448
Loss = 1.4066e-02, PNorm = 88.1105, GNorm = 0.5855, lr_0 = 9.2798e-04
Validation prc-auc = 0.034923
Epoch 1449
Validation prc-auc = 0.035210
Epoch 1450
Validation prc-auc = 0.034514
Epoch 1451
Validation prc-auc = 0.034521
Epoch 1452
Loss = 2.8330e-03, PNorm = 88.1774, GNorm = 0.0772, lr_0 = 9.2776e-04
Loss = 3.9622e-04, PNorm = 88.1805, GNorm = 0.0154, lr_0 = 9.2775e-04
Validation prc-auc = 0.034567
Epoch 1453
Validation prc-auc = 0.033299
Epoch 1454
Validation prc-auc = 0.032548
Epoch 1455
Validation prc-auc = 0.032550
Epoch 1456
Validation prc-auc = 0.032898
Epoch 1457
Loss = 1.7429e-02, PNorm = 88.2191, GNorm = 0.4195, lr_0 = 9.2752e-04
Loss = 2.7626e-03, PNorm = 88.2224, GNorm = 0.1244, lr_0 = 9.2750e-04
Validation prc-auc = 0.033903
Epoch 1458
Validation prc-auc = 0.034457
Epoch 1459
Validation prc-auc = 0.034277
Epoch 1460
Validation prc-auc = 0.033845
Epoch 1461
Validation prc-auc = 0.033775
Epoch 1462
Loss = 2.4054e-03, PNorm = 88.2606, GNorm = 0.0832, lr_0 = 9.2729e-04
Validation prc-auc = 0.033962
Epoch 1463
Validation prc-auc = 0.033738
Epoch 1464
Validation prc-auc = 0.034051
Epoch 1465
Validation prc-auc = 0.033598
Epoch 1466
Loss = 4.9438e-02, PNorm = 88.2946, GNorm = 0.0213, lr_0 = 9.2706e-04
Validation prc-auc = 0.033663
Epoch 1467
Validation prc-auc = 0.033467
Epoch 1468
Validation prc-auc = 0.033596
Epoch 1469
Validation prc-auc = 0.033207
Epoch 1470
Validation prc-auc = 0.033059
Epoch 1471
Loss = 2.5044e-04, PNorm = 88.3238, GNorm = 0.0062, lr_0 = 9.2683e-04
Loss = 2.5530e-05, PNorm = 88.3258, GNorm = 0.0009, lr_0 = 9.2681e-04
Validation prc-auc = 0.032845
Epoch 1472
Validation prc-auc = 0.032887
Epoch 1473
Validation prc-auc = 0.032889
Epoch 1474
Validation prc-auc = 0.032841
Epoch 1475
Validation prc-auc = 0.033111
Epoch 1476
Loss = 2.4351e-04, PNorm = 88.3436, GNorm = 0.0074, lr_0 = 9.2660e-04
Validation prc-auc = 0.033443
Epoch 1477
Validation prc-auc = 0.033999
Epoch 1478
Validation prc-auc = 0.034365
Epoch 1479
Validation prc-auc = 0.034640
Epoch 1480
Validation prc-auc = 0.036188
Epoch 1481
Loss = 1.5141e-02, PNorm = 88.3879, GNorm = 0.5151, lr_0 = 9.2635e-04
Validation prc-auc = 0.036187
Epoch 1482
Validation prc-auc = 0.036587
Epoch 1483
Validation prc-auc = 0.036592
Epoch 1484
Validation prc-auc = 0.036464
Epoch 1485
Loss = 1.1278e-01, PNorm = 88.4628, GNorm = 0.0476, lr_0 = 9.2614e-04
Loss = 6.8791e-05, PNorm = 88.4663, GNorm = 0.0034, lr_0 = 9.2612e-04
Validation prc-auc = 0.036715
Epoch 1486
Validation prc-auc = 0.037169
Epoch 1487
Validation prc-auc = 0.039224
Epoch 1488
Validation prc-auc = 0.039957
Epoch 1489
Validation prc-auc = 0.039632
Epoch 1490
Loss = 4.6679e-03, PNorm = 88.5052, GNorm = 0.3244, lr_0 = 9.2589e-04
Loss = 3.7177e-02, PNorm = 88.5071, GNorm = 3.0919, lr_0 = 9.2587e-04
Validation prc-auc = 0.040370
Epoch 1491
Validation prc-auc = 0.040321
Epoch 1492
Validation prc-auc = 0.038822
Epoch 1493
Validation prc-auc = 0.037265
Epoch 1494
Validation prc-auc = 0.035872
Epoch 1495
Loss = 1.3623e-02, PNorm = 88.5301, GNorm = 0.5453, lr_0 = 9.2566e-04
Validation prc-auc = 0.032460
Epoch 1496
Validation prc-auc = 0.030110
Epoch 1497
Validation prc-auc = 0.026713
Epoch 1498
Validation prc-auc = 0.024995
Epoch 1499
Loss = 5.5115e-02, PNorm = 88.7455, GNorm = 0.8200, lr_0 = 9.2543e-04
Validation prc-auc = 0.024799
Epoch 1500
Validation prc-auc = 0.025508
Epoch 1501
Validation prc-auc = 0.025386
Epoch 1502
Validation prc-auc = 0.022828
Epoch 1503
Validation prc-auc = 0.025664
Epoch 1504
Loss = 7.9394e-02, PNorm = 89.0459, GNorm = 2.7455, lr_0 = 9.2520e-04
Loss = 4.0530e-02, PNorm = 89.0903, GNorm = 1.8143, lr_0 = 9.2518e-04
Validation prc-auc = 0.029026
Epoch 1505
Validation prc-auc = 0.026140
Epoch 1506
Validation prc-auc = 0.025905
Epoch 1507
Validation prc-auc = 0.026462
Epoch 1508
Validation prc-auc = 0.028060
Epoch 1509
Loss = 9.8628e-02, PNorm = 89.7529, GNorm = 1.7468, lr_0 = 9.2497e-04
Validation prc-auc = 0.028160
Epoch 1510
Validation prc-auc = 0.030508
Epoch 1511
Validation prc-auc = 0.031486
Epoch 1512
Validation prc-auc = 0.035945
Epoch 1513
Validation prc-auc = 0.039190
Epoch 1514
Loss = 5.4488e-02, PNorm = 90.3125, GNorm = 0.9912, lr_0 = 9.2472e-04
Validation prc-auc = 0.043807
Epoch 1515
Validation prc-auc = 0.044950
Epoch 1516
Validation prc-auc = 0.044232
Epoch 1517
Validation prc-auc = 0.041563
Epoch 1518
Loss = 5.0395e-02, PNorm = 90.5427, GNorm = 1.1235, lr_0 = 9.2451e-04
Loss = 1.7195e-02, PNorm = 90.5564, GNorm = 0.5296, lr_0 = 9.2449e-04
Validation prc-auc = 0.040753
Epoch 1519
Validation prc-auc = 0.039807
Epoch 1520
Validation prc-auc = 0.039815
Epoch 1521
Validation prc-auc = 0.039581
Epoch 1522
Validation prc-auc = 0.041131
Epoch 1523
Loss = 5.9089e-02, PNorm = 90.6959, GNorm = 1.6633, lr_0 = 9.2427e-04
Loss = 9.1696e-04, PNorm = 90.7031, GNorm = 0.0367, lr_0 = 9.2425e-04
Validation prc-auc = 0.040760
Epoch 1524
Validation prc-auc = 0.038270
Epoch 1525
Validation prc-auc = 0.037922
Epoch 1526
Validation prc-auc = 0.036868
Epoch 1527
Validation prc-auc = 0.036864
Epoch 1528
Loss = 1.3662e-02, PNorm = 90.7771, GNorm = 0.3422, lr_0 = 9.2404e-04
Validation prc-auc = 0.037100
Epoch 1529
Validation prc-auc = 0.038260
Epoch 1530
Validation prc-auc = 0.038974
Epoch 1531
Validation prc-auc = 0.039372
Epoch 1532
Validation prc-auc = 0.039362
Epoch 1533
Loss = 4.9618e-02, PNorm = 90.8267, GNorm = 1.3590, lr_0 = 9.2379e-04
Validation prc-auc = 0.039049
Epoch 1534
Validation prc-auc = 0.038127
Epoch 1535
Validation prc-auc = 0.038894
Epoch 1536
Validation prc-auc = 0.038530
Epoch 1537
Loss = 1.0668e-01, PNorm = 90.8690, GNorm = 0.6371, lr_0 = 9.2358e-04
Loss = 9.1355e-04, PNorm = 90.8737, GNorm = 0.0441, lr_0 = 9.2356e-04
Validation prc-auc = 0.037374
Epoch 1538
Validation prc-auc = 0.036203
Epoch 1539
Validation prc-auc = 0.034192
Epoch 1540
Validation prc-auc = 0.033966
Epoch 1541
Validation prc-auc = 0.036101
Epoch 1542
Loss = 9.8822e-03, PNorm = 90.9304, GNorm = 0.2579, lr_0 = 9.2335e-04
Validation prc-auc = 0.039215
Epoch 1543
Validation prc-auc = 0.043392
Epoch 1544
Validation prc-auc = 0.046226
Epoch 1545
Validation prc-auc = 0.049379
Epoch 1546
Validation prc-auc = 0.053077
Epoch 1547
Loss = 1.7040e-02, PNorm = 91.0173, GNorm = 0.5898, lr_0 = 9.2310e-04
Validation prc-auc = 0.053463
Epoch 1548
Validation prc-auc = 0.050659
Epoch 1549
Validation prc-auc = 0.048918
Epoch 1550
Validation prc-auc = 0.049129
Epoch 1551
Loss = 8.0392e-03, PNorm = 91.0641, GNorm = 0.3945, lr_0 = 9.2289e-04
Loss = 4.6293e-03, PNorm = 91.0668, GNorm = 0.2625, lr_0 = 9.2287e-04
Validation prc-auc = 0.044153
Epoch 1552
Validation prc-auc = 0.041998
Epoch 1553
Validation prc-auc = 0.040602
Epoch 1554
Validation prc-auc = 0.037480
Epoch 1555
Validation prc-auc = 0.035091
Epoch 1556
Loss = 4.7590e-02, PNorm = 91.1069, GNorm = 1.6074, lr_0 = 9.2264e-04
Loss = 9.2386e-04, PNorm = 91.1111, GNorm = 0.0363, lr_0 = 9.2263e-04
Validation prc-auc = 0.034256
Epoch 1557
Validation prc-auc = 0.033289
Epoch 1558
Validation prc-auc = 0.034309
Epoch 1559
Validation prc-auc = 0.034023
Epoch 1560
Validation prc-auc = 0.033688
Epoch 1561
Loss = 2.0563e-03, PNorm = 91.1557, GNorm = 0.0502, lr_0 = 9.2242e-04
Validation prc-auc = 0.033874
Epoch 1562
Validation prc-auc = 0.034325
Epoch 1563
Validation prc-auc = 0.035617
Epoch 1564
Validation prc-auc = 0.041494
Epoch 1565
Validation prc-auc = 0.046540
Epoch 1566
Loss = 1.0054e-01, PNorm = 91.2227, GNorm = 1.9903, lr_0 = 9.2217e-04
Validation prc-auc = 0.047318
Epoch 1567
Validation prc-auc = 0.046408
Epoch 1568
Validation prc-auc = 0.044558
Epoch 1569
Validation prc-auc = 0.045231
Epoch 1570
Loss = 5.8992e-03, PNorm = 91.3085, GNorm = 0.3574, lr_0 = 9.2196e-04
Loss = 2.0732e-01, PNorm = 91.3141, GNorm = 9.9866, lr_0 = 9.2194e-04
Validation prc-auc = 0.042112
Epoch 1571
Validation prc-auc = 0.038208
Epoch 1572
Validation prc-auc = 0.035712
Epoch 1573
Validation prc-auc = 0.033278
Epoch 1574
Validation prc-auc = 0.031405
Epoch 1575
Loss = 4.1622e-02, PNorm = 91.4293, GNorm = 1.2606, lr_0 = 9.2173e-04
Validation prc-auc = 0.028274
Epoch 1576
Validation prc-auc = 0.027812
Epoch 1577
Validation prc-auc = 0.029922
Epoch 1578
Validation prc-auc = 0.033046
Epoch 1579
Validation prc-auc = 0.030524
Epoch 1580
Loss = 8.2141e-02, PNorm = 91.6913, GNorm = 1.0626, lr_0 = 9.2148e-04
Validation prc-auc = 0.030548
Epoch 1581
Validation prc-auc = 0.034827
Epoch 1582
Validation prc-auc = 0.037877
Epoch 1583
Validation prc-auc = 0.038244
Epoch 1584
Loss = 3.6318e-02, PNorm = 91.9029, GNorm = 0.5114, lr_0 = 9.2127e-04
Loss = 8.9851e-04, PNorm = 91.9157, GNorm = 0.0419, lr_0 = 9.2125e-04
Validation prc-auc = 0.037391
Epoch 1585
Validation prc-auc = 0.037190
Epoch 1586
Validation prc-auc = 0.035381
Epoch 1587
Validation prc-auc = 0.035825
Epoch 1588
Validation prc-auc = 0.032499
Epoch 1589
Loss = 2.0429e-03, PNorm = 92.0595, GNorm = 0.0161, lr_0 = 9.2103e-04
Loss = 1.6323e-01, PNorm = 92.0673, GNorm = 13.6633, lr_0 = 9.2101e-04
Validation prc-auc = 0.029435
Epoch 1590
Validation prc-auc = 0.023739
Epoch 1591
Validation prc-auc = 0.032394
Epoch 1592
Validation prc-auc = 0.042943
Epoch 1593
Validation prc-auc = 0.050794
Epoch 1594
Loss = 6.0316e-02, PNorm = 92.2184, GNorm = 1.7473, lr_0 = 9.2080e-04
Validation prc-auc = 0.050124
Epoch 1595
Validation prc-auc = 0.046272
Epoch 1596
Validation prc-auc = 0.044999
Epoch 1597
Validation prc-auc = 0.042523
Epoch 1598
Validation prc-auc = 0.042248
Epoch 1599
Loss = 1.6574e-01, PNorm = 92.3903, GNorm = 2.3268, lr_0 = 9.2055e-04
Validation prc-auc = 0.039184
Epoch 1600
Validation prc-auc = 0.035475
Epoch 1601
Validation prc-auc = 0.034502
Epoch 1602
Validation prc-auc = 0.035251
Epoch 1603
Loss = 4.0917e-02, PNorm = 92.5444, GNorm = 1.4030, lr_0 = 9.2034e-04
Loss = 4.1526e-04, PNorm = 92.5513, GNorm = 0.0147, lr_0 = 9.2032e-04
Validation prc-auc = 0.036158
Epoch 1604
Validation prc-auc = 0.036282
Epoch 1605
Validation prc-auc = 0.036987
Epoch 1606
Validation prc-auc = 0.039439
Epoch 1607
Validation prc-auc = 0.047612
Epoch 1608
Loss = 2.3161e-01, PNorm = 92.6793, GNorm = 2.7786, lr_0 = 9.2010e-04
Validation prc-auc = 0.044696
Epoch 1609
Validation prc-auc = 0.037189
Epoch 1610
Validation prc-auc = 0.034590
Epoch 1611
Validation prc-auc = 0.033184
Epoch 1612
Validation prc-auc = 0.031679
Epoch 1613
Loss = 8.9518e-02, PNorm = 92.9420, GNorm = 1.3840, lr_0 = 9.1987e-04
Validation prc-auc = 0.030984
Epoch 1614
Validation prc-auc = 0.031964
Epoch 1615
Validation prc-auc = 0.031928
Epoch 1616
Validation prc-auc = 0.032190
Epoch 1617
Loss = 4.9807e-02, PNorm = 93.1049, GNorm = 0.5306, lr_0 = 9.1966e-04
Loss = 2.4679e-02, PNorm = 93.1140, GNorm = 0.8915, lr_0 = 9.1964e-04
Validation prc-auc = 0.031464
Epoch 1618
Validation prc-auc = 0.032161
Epoch 1619
Validation prc-auc = 0.032268
Epoch 1620
Validation prc-auc = 0.032484
Epoch 1621
Validation prc-auc = 0.033747
Epoch 1622
Loss = 3.4081e-02, PNorm = 93.2136, GNorm = 0.6257, lr_0 = 9.1941e-04
Loss = 4.5548e-02, PNorm = 93.2205, GNorm = 2.0916, lr_0 = 9.1939e-04
Validation prc-auc = 0.033527
Epoch 1623
Validation prc-auc = 0.033867
Epoch 1624
Validation prc-auc = 0.033738
Epoch 1625
Validation prc-auc = 0.034376
Epoch 1626
Validation prc-auc = 0.034496
Epoch 1627
Loss = 7.0305e-03, PNorm = 93.2973, GNorm = 0.1313, lr_0 = 9.1918e-04
Validation prc-auc = 0.034755
Epoch 1628
Validation prc-auc = 0.035189
Epoch 1629
Validation prc-auc = 0.035690
Epoch 1630
Validation prc-auc = 0.036155
Epoch 1631
Validation prc-auc = 0.035997
Epoch 1632
Loss = 1.8190e-02, PNorm = 93.3359, GNorm = 0.5406, lr_0 = 9.1894e-04
Validation prc-auc = 0.034392
Epoch 1633
Validation prc-auc = 0.033760
Epoch 1634
Validation prc-auc = 0.032715
Epoch 1635
Validation prc-auc = 0.032734
Epoch 1636
Loss = 4.0110e-02, PNorm = 93.3723, GNorm = 1.4083, lr_0 = 9.1873e-04
Loss = 1.3603e-02, PNorm = 93.3790, GNorm = 0.4017, lr_0 = 9.1871e-04
Validation prc-auc = 0.033069
Epoch 1637
Validation prc-auc = 0.033237
Epoch 1638
Validation prc-auc = 0.032761
Epoch 1639
Validation prc-auc = 0.031994
Epoch 1640
Validation prc-auc = 0.033631
Epoch 1641
Loss = 5.4638e-02, PNorm = 93.4780, GNorm = 0.2123, lr_0 = 9.1848e-04
Validation prc-auc = 0.034466
Epoch 1642
Validation prc-auc = 0.034724
Epoch 1643
Validation prc-auc = 0.034898
Epoch 1644
Validation prc-auc = 0.034218
Epoch 1645
Validation prc-auc = 0.032893
Epoch 1646
Loss = 1.1154e-01, PNorm = 93.5557, GNorm = 1.7679, lr_0 = 9.1825e-04
Validation prc-auc = 0.033219
Epoch 1647
Validation prc-auc = 0.032690
Epoch 1648
Validation prc-auc = 0.032149
Epoch 1649
Validation prc-auc = 0.032149
Epoch 1650
Loss = 6.3228e-02, PNorm = 93.6217, GNorm = 1.9655, lr_0 = 9.1804e-04
Loss = 8.1752e-04, PNorm = 93.6296, GNorm = 0.0292, lr_0 = 9.1803e-04
Validation prc-auc = 0.031649
Epoch 1651
Validation prc-auc = 0.031073
Epoch 1652
Validation prc-auc = 0.030735
Epoch 1653
Validation prc-auc = 0.030658
Epoch 1654
Validation prc-auc = 0.031223
Epoch 1655
Loss = 5.7825e-02, PNorm = 93.7351, GNorm = 0.4687, lr_0 = 9.1780e-04
Loss = 2.4250e-03, PNorm = 93.7410, GNorm = 0.0635, lr_0 = 9.1778e-04
Validation prc-auc = 0.031621
Epoch 1656
Validation prc-auc = 0.031802
Epoch 1657
Validation prc-auc = 0.032288
Epoch 1658
Validation prc-auc = 0.031984
Epoch 1659
Validation prc-auc = 0.030692
Epoch 1660
Loss = 5.7591e-03, PNorm = 93.8351, GNorm = 0.1160, lr_0 = 9.1757e-04
Validation prc-auc = 0.029964
Epoch 1661
Validation prc-auc = 0.029562
Epoch 1662
Validation prc-auc = 0.029115
Epoch 1663
Validation prc-auc = 0.029105
Epoch 1664
Validation prc-auc = 0.029349
Epoch 1665
Loss = 1.1317e-02, PNorm = 93.9080, GNorm = 0.6331, lr_0 = 9.1733e-04
Validation prc-auc = 0.029788
Epoch 1666
Validation prc-auc = 0.029828
Epoch 1667
Validation prc-auc = 0.030140
Epoch 1668
Validation prc-auc = 0.030555
Epoch 1669
Loss = 1.4331e-02, PNorm = 93.9319, GNorm = 0.2799, lr_0 = 9.1712e-04
Loss = 5.8057e-03, PNorm = 93.9335, GNorm = 0.2102, lr_0 = 9.1710e-04
Validation prc-auc = 0.030649
Epoch 1670
Validation prc-auc = 0.030914
Epoch 1671
Validation prc-auc = 0.031100
Epoch 1672
Validation prc-auc = 0.031291
Epoch 1673
Validation prc-auc = 0.031788
Epoch 1674
Loss = 1.5671e-02, PNorm = 93.9642, GNorm = 0.2452, lr_0 = 9.1687e-04
Validation prc-auc = 0.029524
Epoch 1675
Validation prc-auc = 0.028385
Epoch 1676
Validation prc-auc = 0.027591
Epoch 1677
Validation prc-auc = 0.029865
Epoch 1678
Validation prc-auc = 0.031700
Epoch 1679
Loss = 2.3546e-03, PNorm = 94.0209, GNorm = 0.0627, lr_0 = 9.1664e-04
Validation prc-auc = 0.032685
Epoch 1680
Validation prc-auc = 0.032032
Epoch 1681
Validation prc-auc = 0.032213
Epoch 1682
Validation prc-auc = 0.031886
Epoch 1683
Loss = 2.0300e-02, PNorm = 94.0567, GNorm = 0.0453, lr_0 = 9.1642e-04
Validation prc-auc = 0.032035
Epoch 1684
Validation prc-auc = 0.031907
Epoch 1685
Validation prc-auc = 0.031940
Epoch 1686
Validation prc-auc = 0.031968
Epoch 1687
Validation prc-auc = 0.032174
Epoch 1688
Loss = 2.0109e-03, PNorm = 94.0856, GNorm = 0.0466, lr_0 = 9.1619e-04
Loss = 1.1575e-03, PNorm = 94.0873, GNorm = 0.0518, lr_0 = 9.1617e-04
Validation prc-auc = 0.032302
Epoch 1689
Validation prc-auc = 0.032207
Epoch 1690
Validation prc-auc = 0.032116
Epoch 1691
Validation prc-auc = 0.031721
Epoch 1692
Validation prc-auc = 0.032346
Epoch 1693
Loss = 1.5409e-03, PNorm = 94.1075, GNorm = 0.0282, lr_0 = 9.1596e-04
Validation prc-auc = 0.032436
Epoch 1694
Validation prc-auc = 0.032626
Epoch 1695
Validation prc-auc = 0.032604
Epoch 1696
Validation prc-auc = 0.032382
Epoch 1697
Validation prc-auc = 0.032275
Epoch 1698
Loss = 7.0950e-03, PNorm = 94.1254, GNorm = 0.1986, lr_0 = 9.1572e-04
Validation prc-auc = 0.032220
Epoch 1699
Validation prc-auc = 0.032161
Epoch 1700
Validation prc-auc = 0.032167
Epoch 1701
Validation prc-auc = 0.031488
Epoch 1702
Loss = 4.8472e-03, PNorm = 94.1514, GNorm = 0.1236, lr_0 = 9.1551e-04
Loss = 1.2331e-04, PNorm = 94.1530, GNorm = 0.0036, lr_0 = 9.1549e-04
Validation prc-auc = 0.031465
Epoch 1703
Validation prc-auc = 0.031399
Epoch 1704
Validation prc-auc = 0.031427
Epoch 1705
Validation prc-auc = 0.031378
Epoch 1706
Validation prc-auc = 0.031301
Epoch 1707
Loss = 1.7028e-03, PNorm = 94.1661, GNorm = 0.0571, lr_0 = 9.1526e-04
Loss = 1.2814e-03, PNorm = 94.1668, GNorm = 0.0453, lr_0 = 9.1525e-04
Validation prc-auc = 0.031222
Epoch 1708
Validation prc-auc = 0.031222
Epoch 1709
Validation prc-auc = 0.031218
Epoch 1710
Validation prc-auc = 0.031093
Epoch 1711
Validation prc-auc = 0.031685
Epoch 1712
Loss = 6.1491e-03, PNorm = 94.1711, GNorm = 0.1395, lr_0 = 9.1504e-04
Validation prc-auc = 0.031091
Epoch 1713
Validation prc-auc = 0.030962
Epoch 1714
Validation prc-auc = 0.030886
Epoch 1715
Validation prc-auc = 0.030850
Epoch 1716
Loss = 3.2699e-02, PNorm = 94.1838, GNorm = 4.8568, lr_0 = 9.1481e-04
Validation prc-auc = 0.029606
Epoch 1717
Validation prc-auc = 0.028648
Epoch 1718
Validation prc-auc = 0.028045
Epoch 1719
Validation prc-auc = 0.027185
Epoch 1720
Validation prc-auc = 0.027304
Epoch 1721
Loss = 1.5642e-02, PNorm = 94.2249, GNorm = 0.6301, lr_0 = 9.1458e-04
Loss = 1.1428e-02, PNorm = 94.2268, GNorm = 1.4030, lr_0 = 9.1457e-04
Validation prc-auc = 0.026896
Epoch 1722
Validation prc-auc = 0.026489
Epoch 1723
Validation prc-auc = 0.026267
Epoch 1724
Validation prc-auc = 0.026218
Epoch 1725
Validation prc-auc = 0.026338
Epoch 1726
Loss = 2.1464e-03, PNorm = 94.2689, GNorm = 0.0515, lr_0 = 9.1436e-04
Validation prc-auc = 0.026280
Epoch 1727
Validation prc-auc = 0.026437
Epoch 1728
Validation prc-auc = 0.027091
Epoch 1729
Validation prc-auc = 0.029750
Epoch 1730
Validation prc-auc = 0.032168
Epoch 1731
Loss = 9.3143e-02, PNorm = 94.3509, GNorm = 2.0640, lr_0 = 9.1411e-04
Validation prc-auc = 0.034412
Epoch 1732
Validation prc-auc = 0.033481
Epoch 1733
Validation prc-auc = 0.032614
Epoch 1734
Validation prc-auc = 0.031829
Epoch 1735
Loss = 3.6305e-03, PNorm = 94.5987, GNorm = 0.1844, lr_0 = 9.1390e-04
Loss = 1.0214e-02, PNorm = 94.6136, GNorm = 0.4462, lr_0 = 9.1389e-04
Validation prc-auc = 0.030837
Epoch 1736
Validation prc-auc = 0.030609
Epoch 1737
Validation prc-auc = 0.030767
Epoch 1738
Validation prc-auc = 0.029346
Epoch 1739
Validation prc-auc = 0.029172
Epoch 1740
Loss = 4.6315e-03, PNorm = 94.7260, GNorm = 0.1257, lr_0 = 9.1366e-04
Loss = 1.1646e-02, PNorm = 94.7300, GNorm = 0.5583, lr_0 = 9.1364e-04
Validation prc-auc = 0.028798
Epoch 1741
Validation prc-auc = 0.028677
Epoch 1742
Validation prc-auc = 0.028810
Epoch 1743
Validation prc-auc = 0.028125
Epoch 1744
Validation prc-auc = 0.028441
Epoch 1745
Loss = 6.9657e-03, PNorm = 94.7677, GNorm = 0.2260, lr_0 = 9.1343e-04
Validation prc-auc = 0.028090
Epoch 1746
Validation prc-auc = 0.028202
Epoch 1747
Validation prc-auc = 0.029854
Epoch 1748
Validation prc-auc = 0.031091
Epoch 1749
Loss = 1.0696e-02, PNorm = 94.8318, GNorm = 0.0147, lr_0 = 9.1320e-04
Validation prc-auc = 0.031081
Epoch 1750
Validation prc-auc = 0.031106
Epoch 1751
Validation prc-auc = 0.030644
Epoch 1752
Validation prc-auc = 0.030679
Epoch 1753
Validation prc-auc = 0.029997
Epoch 1754
Loss = 4.1634e-03, PNorm = 94.8818, GNorm = 0.0223, lr_0 = 9.1298e-04
Loss = 6.7125e-04, PNorm = 94.8887, GNorm = 0.0299, lr_0 = 9.1296e-04
Validation prc-auc = 0.029272
Epoch 1755
Validation prc-auc = 0.029567
Epoch 1756
Validation prc-auc = 0.029881
Epoch 1757
Validation prc-auc = 0.029992
Epoch 1758
Validation prc-auc = 0.030420
Epoch 1759
Loss = 9.9698e-03, PNorm = 94.9703, GNorm = 0.3291, lr_0 = 9.1275e-04
Validation prc-auc = 0.030012
Epoch 1760
Validation prc-auc = 0.029106
Epoch 1761
Validation prc-auc = 0.029505
Epoch 1762
Validation prc-auc = 0.029326
Epoch 1763
Validation prc-auc = 0.029355
Epoch 1764
Loss = 9.0953e-03, PNorm = 95.0518, GNorm = 0.5954, lr_0 = 9.1251e-04
Validation prc-auc = 0.030189
Epoch 1765
Validation prc-auc = 0.030330
Epoch 1766
Validation prc-auc = 0.030431
Epoch 1767
Validation prc-auc = 0.030526
Epoch 1768
Loss = 7.4523e-03, PNorm = 95.0956, GNorm = 0.6366, lr_0 = 9.1230e-04
Loss = 1.0978e-03, PNorm = 95.0985, GNorm = 0.0844, lr_0 = 9.1228e-04
Validation prc-auc = 0.030675
Epoch 1769
Validation prc-auc = 0.030874
Epoch 1770
Validation prc-auc = 0.031159
Epoch 1771
Validation prc-auc = 0.031245
Epoch 1772
Validation prc-auc = 0.031402
Epoch 1773
Loss = 5.5236e-03, PNorm = 95.1262, GNorm = 0.1312, lr_0 = 9.1206e-04
Loss = 4.0659e-04, PNorm = 95.1274, GNorm = 0.0211, lr_0 = 9.1204e-04
Validation prc-auc = 0.031410
Epoch 1774
Validation prc-auc = 0.031217
Epoch 1775
Validation prc-auc = 0.031101
Epoch 1776
Validation prc-auc = 0.031207
Epoch 1777
Validation prc-auc = 0.031283
Epoch 1778
Loss = 1.0944e-02, PNorm = 95.1375, GNorm = 0.5844, lr_0 = 9.1183e-04
Validation prc-auc = 0.031440
Epoch 1779
Validation prc-auc = 0.032146
Epoch 1780
Validation prc-auc = 0.032850
Epoch 1781
Validation prc-auc = 0.032415
Epoch 1782
Validation prc-auc = 0.032652
Epoch 1783
Loss = 1.2082e-02, PNorm = 95.1563, GNorm = 0.3666, lr_0 = 9.1159e-04
Validation prc-auc = 0.033138
Epoch 1784
Validation prc-auc = 0.033095
Epoch 1785
Validation prc-auc = 0.033642
Epoch 1786
Validation prc-auc = 0.033259
Epoch 1787
Loss = 1.2212e-03, PNorm = 95.1745, GNorm = 0.0168, lr_0 = 9.1138e-04
Loss = 1.8669e-02, PNorm = 95.1761, GNorm = 1.0898, lr_0 = 9.1136e-04
Validation prc-auc = 0.033203
Epoch 1788
Validation prc-auc = 0.032448
Epoch 1789
Validation prc-auc = 0.032205
Epoch 1790
Validation prc-auc = 0.031927
Epoch 1791
Validation prc-auc = 0.031995
Epoch 1792
Loss = 1.1984e-01, PNorm = 95.1906, GNorm = 3.8211, lr_0 = 9.1115e-04
Validation prc-auc = 0.031293
Epoch 1793
Validation prc-auc = 0.031618
Epoch 1794
Validation prc-auc = 0.031406
Epoch 1795
Validation prc-auc = 0.031470
Epoch 1796
Validation prc-auc = 0.030711
Epoch 1797
Loss = 4.5853e-03, PNorm = 95.2194, GNorm = 0.1379, lr_0 = 9.1091e-04
Validation prc-auc = 0.030748
Epoch 1798
Validation prc-auc = 0.030665
Epoch 1799
Validation prc-auc = 0.030358
Epoch 1800
Validation prc-auc = 0.030541
Epoch 1801
Loss = 1.0708e-02, PNorm = 95.2500, GNorm = 1.1905, lr_0 = 9.1070e-04
Loss = 4.5876e-02, PNorm = 95.2535, GNorm = 2.3677, lr_0 = 9.1068e-04
Validation prc-auc = 0.030390
Epoch 1802
Validation prc-auc = 0.030504
Epoch 1803
Validation prc-auc = 0.029771
Epoch 1804
Validation prc-auc = 0.029497
Epoch 1805
Validation prc-auc = 0.028712
Epoch 1806
Loss = 9.1686e-03, PNorm = 95.3076, GNorm = 0.0503, lr_0 = 9.1046e-04
Loss = 7.5380e-04, PNorm = 95.3104, GNorm = 0.0666, lr_0 = 9.1044e-04
Validation prc-auc = 0.028381
Epoch 1807
Validation prc-auc = 0.028599
Epoch 1808
Validation prc-auc = 0.028462
Epoch 1809
Validation prc-auc = 0.028340
Epoch 1810
Validation prc-auc = 0.027931
Epoch 1811
Loss = 3.2660e-03, PNorm = 95.3338, GNorm = 0.1056, lr_0 = 9.1023e-04
Validation prc-auc = 0.028016
Epoch 1812
Validation prc-auc = 0.028137
Epoch 1813
Validation prc-auc = 0.028285
Epoch 1814
Validation prc-auc = 0.028986
Epoch 1815
Validation prc-auc = 0.030096
Epoch 1816
Loss = 1.5987e-03, PNorm = 95.3583, GNorm = 0.0609, lr_0 = 9.0999e-04
Validation prc-auc = 0.030494
Epoch 1817
Validation prc-auc = 0.030807
Epoch 1818
Validation prc-auc = 0.031181
Epoch 1819
Validation prc-auc = 0.032503
Epoch 1820
Loss = 2.1787e-03, PNorm = 95.4055, GNorm = 0.0026, lr_0 = 9.0978e-04
Loss = 4.7445e-03, PNorm = 95.4133, GNorm = 0.2707, lr_0 = 9.0976e-04
Validation prc-auc = 0.032702
Epoch 1821
Validation prc-auc = 0.032341
Epoch 1822
Validation prc-auc = 0.032546
Epoch 1823
Validation prc-auc = 0.032081
Epoch 1824
Validation prc-auc = 0.032878
Epoch 1825
Loss = 8.4178e-02, PNorm = 95.4923, GNorm = 1.3538, lr_0 = 9.0955e-04
Validation prc-auc = 0.033352
Epoch 1826
Validation prc-auc = 0.033560
Epoch 1827
Validation prc-auc = 0.033293
Epoch 1828
Validation prc-auc = 0.032636
Epoch 1829
Validation prc-auc = 0.032120
Epoch 1830
Loss = 3.5440e-03, PNorm = 95.5479, GNorm = 0.0756, lr_0 = 9.0931e-04
Validation prc-auc = 0.031877
Epoch 1831
Validation prc-auc = 0.031737
Epoch 1832
Validation prc-auc = 0.031530
Epoch 1833
Validation prc-auc = 0.030705
Epoch 1834
Loss = 3.4296e-03, PNorm = 95.5822, GNorm = 0.1017, lr_0 = 9.0910e-04
Loss = 7.2165e-04, PNorm = 95.5844, GNorm = 0.0218, lr_0 = 9.0909e-04
Validation prc-auc = 0.029356
Epoch 1835
Validation prc-auc = 0.029082
Epoch 1836
Validation prc-auc = 0.028697
Epoch 1837
Validation prc-auc = 0.028729
Epoch 1838
Validation prc-auc = 0.028957
Epoch 1839
Loss = 5.3689e-03, PNorm = 95.6113, GNorm = 0.0797, lr_0 = 9.0886e-04
Loss = 1.6708e-03, PNorm = 95.6139, GNorm = 0.0803, lr_0 = 9.0884e-04
Validation prc-auc = 0.028774
Epoch 1840
Validation prc-auc = 0.028623
Epoch 1841
Validation prc-auc = 0.028922
Epoch 1842
Validation prc-auc = 0.028906
Epoch 1843
Validation prc-auc = 0.029006
Epoch 1844
Loss = 3.5771e-04, PNorm = 95.6478, GNorm = 0.0090, lr_0 = 9.0863e-04
Validation prc-auc = 0.029432
Epoch 1845
Validation prc-auc = 0.029483
Epoch 1846
Validation prc-auc = 0.029485
Epoch 1847
Validation prc-auc = 0.029452
Epoch 1848
Validation prc-auc = 0.029225
Epoch 1849
Loss = 7.5229e-04, PNorm = 95.6685, GNorm = 0.0260, lr_0 = 9.0839e-04
Validation prc-auc = 0.029155
Epoch 1850
Validation prc-auc = 0.029126
Epoch 1851
Validation prc-auc = 0.028753
Epoch 1852
Validation prc-auc = 0.029093
Epoch 1853
Loss = 1.5208e-02, PNorm = 95.6741, GNorm = 0.0229, lr_0 = 9.0818e-04
Loss = 1.5917e-03, PNorm = 95.6749, GNorm = 0.0734, lr_0 = 9.0817e-04
Validation prc-auc = 0.029206
Epoch 1854
Validation prc-auc = 0.029092
Epoch 1855
Validation prc-auc = 0.029138
Epoch 1856
Validation prc-auc = 0.029202
Epoch 1857
Validation prc-auc = 0.029254
Epoch 1858
Loss = 3.8470e-03, PNorm = 95.6875, GNorm = 0.1462, lr_0 = 9.0794e-04
Validation prc-auc = 0.029365
Epoch 1859
Validation prc-auc = 0.029822
Epoch 1860
Validation prc-auc = 0.029586
Epoch 1861
Validation prc-auc = 0.029575
Epoch 1862
Validation prc-auc = 0.029198
Epoch 1863
Loss = 2.8362e-04, PNorm = 95.6989, GNorm = 0.0074, lr_0 = 9.0772e-04
Validation prc-auc = 0.029152
Epoch 1864
Validation prc-auc = 0.028965
Epoch 1865
Validation prc-auc = 0.029099
Epoch 1866
Validation prc-auc = 0.029224
Epoch 1867
Loss = 2.0659e-03, PNorm = 95.7126, GNorm = 0.0563, lr_0 = 9.0751e-04
Loss = 7.1218e-04, PNorm = 95.7138, GNorm = 0.0396, lr_0 = 9.0749e-04
Validation prc-auc = 0.029260
Epoch 1868
Validation prc-auc = 0.029068
Epoch 1869
Validation prc-auc = 0.029231
Epoch 1870
Validation prc-auc = 0.029084
Epoch 1871
Validation prc-auc = 0.029101
Epoch 1872
Loss = 4.0681e-02, PNorm = 95.7279, GNorm = 1.1274, lr_0 = 9.0727e-04
Loss = 5.3259e-04, PNorm = 95.7281, GNorm = 0.0213, lr_0 = 9.0725e-04
Validation prc-auc = 0.028881
Epoch 1873
Validation prc-auc = 0.028737
Epoch 1874
Validation prc-auc = 0.028750
Epoch 1875
Validation prc-auc = 0.028789
Epoch 1876
Validation prc-auc = 0.028584
Epoch 1877
Loss = 1.8381e-03, PNorm = 95.7317, GNorm = 0.0414, lr_0 = 9.0704e-04
Validation prc-auc = 0.028579
Epoch 1878
Validation prc-auc = 0.028802
Epoch 1879
Validation prc-auc = 0.028272
Epoch 1880
Validation prc-auc = 0.028030
Epoch 1881
Validation prc-auc = 0.028031
Epoch 1882
Loss = 4.3410e-03, PNorm = 95.7574, GNorm = 0.1904, lr_0 = 9.0680e-04
Validation prc-auc = 0.028135
Epoch 1883
Validation prc-auc = 0.028324
Epoch 1884
Validation prc-auc = 0.029014
Epoch 1885
Validation prc-auc = 0.029186
Epoch 1886
Loss = 1.7331e-02, PNorm = 95.7823, GNorm = 0.0196, lr_0 = 9.0659e-04
Loss = 1.0871e-04, PNorm = 95.7835, GNorm = 0.0053, lr_0 = 9.0657e-04
Validation prc-auc = 0.029387
Epoch 1887
Validation prc-auc = 0.029500
Epoch 1888
Validation prc-auc = 0.029472
Epoch 1889
Validation prc-auc = 0.029675
Epoch 1890
Validation prc-auc = 0.029771
Epoch 1891
Loss = 2.3044e-03, PNorm = 95.8048, GNorm = 0.0572, lr_0 = 9.0635e-04
Validation prc-auc = 0.029835
Epoch 1892
Validation prc-auc = 0.031050
Epoch 1893
Validation prc-auc = 0.031775
Epoch 1894
Validation prc-auc = 0.031724
Epoch 1895
Validation prc-auc = 0.032082
Epoch 1896
Loss = 3.2998e-03, PNorm = 95.8273, GNorm = 0.2500, lr_0 = 9.0612e-04
Validation prc-auc = 0.033520
Epoch 1897
Validation prc-auc = 0.034187
Epoch 1898
Validation prc-auc = 0.034444
Epoch 1899
Validation prc-auc = 0.033365
Epoch 1900
Loss = 3.8257e-03, PNorm = 95.9332, GNorm = 0.1746, lr_0 = 9.0592e-04
Loss = 5.2646e-04, PNorm = 95.9524, GNorm = 0.0271, lr_0 = 9.0590e-04
Validation prc-auc = 0.031191
Epoch 1901
Validation prc-auc = 0.028478
Epoch 1902
Validation prc-auc = 0.026087
Epoch 1903
Validation prc-auc = 0.025777
Epoch 1904
Validation prc-auc = 0.025059
Epoch 1905
Loss = 1.4962e-02, PNorm = 96.1905, GNorm = 0.2587, lr_0 = 9.0567e-04
Loss = 1.9093e-05, PNorm = 96.2026, GNorm = 0.0009, lr_0 = 9.0566e-04
Validation prc-auc = 0.024764
Epoch 1906
Validation prc-auc = 0.024648
Epoch 1907
Validation prc-auc = 0.024467
Epoch 1908
Validation prc-auc = 0.024768
Epoch 1909
Validation prc-auc = 0.025381
Epoch 1910
Loss = 9.7198e-04, PNorm = 96.3257, GNorm = 0.0268, lr_0 = 9.0545e-04
Validation prc-auc = 0.026091
Epoch 1911
Validation prc-auc = 0.027530
Epoch 1912
Validation prc-auc = 0.028284
Epoch 1913
Validation prc-auc = 0.028959
Epoch 1914
Validation prc-auc = 0.029003
Epoch 1915
Loss = 2.8050e-03, PNorm = 96.4709, GNorm = 0.1187, lr_0 = 9.0521e-04
Validation prc-auc = 0.030591
Epoch 1916
Validation prc-auc = 0.032572
Epoch 1917
Validation prc-auc = 0.033565
Epoch 1918
Validation prc-auc = 0.035019
Epoch 1919
Loss = 1.2782e-02, PNorm = 96.5247, GNorm = 0.8633, lr_0 = 9.0500e-04
Loss = 5.1942e-04, PNorm = 96.5269, GNorm = 0.0319, lr_0 = 9.0498e-04
Validation prc-auc = 0.035144
Epoch 1920
Validation prc-auc = 0.035259
Epoch 1921
Validation prc-auc = 0.035326
Epoch 1922
Validation prc-auc = 0.035099
Epoch 1923
Validation prc-auc = 0.034640
Epoch 1924
Loss = 7.9012e-03, PNorm = 96.5549, GNorm = 0.2504, lr_0 = 9.0476e-04
Validation prc-auc = 0.034408
Epoch 1925
Validation prc-auc = 0.034198
Epoch 1926
Validation prc-auc = 0.034192
Epoch 1927
Validation prc-auc = 0.033980
Epoch 1928
Validation prc-auc = 0.033880
Epoch 1929
Loss = 1.3374e-02, PNorm = 96.5671, GNorm = 0.7756, lr_0 = 9.0454e-04
Validation prc-auc = 0.033965
Epoch 1930
Validation prc-auc = 0.033775
Epoch 1931
Validation prc-auc = 0.034744
Epoch 1932
Validation prc-auc = 0.037012
Epoch 1933
Loss = 1.0036e-01, PNorm = 96.6054, GNorm = 0.3971, lr_0 = 9.0431e-04
Validation prc-auc = 0.036778
Epoch 1934
Validation prc-auc = 0.034159
Epoch 1935
Validation prc-auc = 0.032637
Epoch 1936
Validation prc-auc = 0.031821
Epoch 1937
Validation prc-auc = 0.031862
Epoch 1938
Loss = 6.0442e-02, PNorm = 96.7373, GNorm = 1.5440, lr_0 = 9.0409e-04
Loss = 4.3314e-03, PNorm = 96.7427, GNorm = 0.2879, lr_0 = 9.0407e-04
Validation prc-auc = 0.033840
Epoch 1939
Validation prc-auc = 0.035330
Epoch 1940
Validation prc-auc = 0.035828
Epoch 1941
Validation prc-auc = 0.035901
Epoch 1942
Validation prc-auc = 0.036269
Epoch 1943
Loss = 3.8501e-03, PNorm = 96.8090, GNorm = 0.1003, lr_0 = 9.0386e-04
Validation prc-auc = 0.036891
Epoch 1944
Validation prc-auc = 0.036594
Epoch 1945
Validation prc-auc = 0.036669
Epoch 1946
Validation prc-auc = 0.036085
Epoch 1947
Validation prc-auc = 0.035922
Epoch 1948
Loss = 4.1494e-03, PNorm = 96.8670, GNorm = 0.2737, lr_0 = 9.0362e-04
Validation prc-auc = 0.035509
Epoch 1949
Validation prc-auc = 0.035400
Epoch 1950
Validation prc-auc = 0.034971
Epoch 1951
Validation prc-auc = 0.034765
Epoch 1952
Loss = 4.6339e-03, PNorm = 96.8919, GNorm = 0.2846, lr_0 = 9.0341e-04
Loss = 2.3725e-03, PNorm = 96.8943, GNorm = 0.1431, lr_0 = 9.0340e-04
Validation prc-auc = 0.034510
Epoch 1953
Validation prc-auc = 0.034456
Epoch 1954
Validation prc-auc = 0.033915
Epoch 1955
Validation prc-auc = 0.033799
Epoch 1956
Validation prc-auc = 0.033663
Epoch 1957
Loss = 6.3665e-03, PNorm = 96.9170, GNorm = 0.0837, lr_0 = 9.0317e-04
Loss = 2.0703e-03, PNorm = 96.9186, GNorm = 0.0999, lr_0 = 9.0316e-04
Validation prc-auc = 0.033443
Epoch 1958
Validation prc-auc = 0.033338
Epoch 1959
Validation prc-auc = 0.032943
Epoch 1960
Validation prc-auc = 0.032870
Epoch 1961
Validation prc-auc = 0.032580
Epoch 1962
Loss = 1.0075e-03, PNorm = 96.9364, GNorm = 0.0321, lr_0 = 9.0295e-04
Validation prc-auc = 0.032591
Epoch 1963
Validation prc-auc = 0.032782
Epoch 1964
Validation prc-auc = 0.031750
Epoch 1965
Validation prc-auc = 0.031541
Epoch 1966
Loss = 7.9624e-04, PNorm = 96.9408, GNorm = 0.0015, lr_0 = 9.0273e-04
Validation prc-auc = 0.031184
Epoch 1967
Validation prc-auc = 0.030753
Epoch 1968
Validation prc-auc = 0.030377
Epoch 1969
Validation prc-auc = 0.029983
Epoch 1970
Validation prc-auc = 0.029922
Epoch 1971
Loss = 2.3560e-03, PNorm = 96.9554, GNorm = 0.1006, lr_0 = 9.0250e-04
Loss = 2.1229e-04, PNorm = 96.9565, GNorm = 0.0070, lr_0 = 9.0249e-04
Validation prc-auc = 0.029711
Epoch 1972
Validation prc-auc = 0.029235
Epoch 1973
Validation prc-auc = 0.028904
Epoch 1974
Validation prc-auc = 0.028596
Epoch 1975
Validation prc-auc = 0.028603
Epoch 1976
Loss = 2.9242e-04, PNorm = 96.9690, GNorm = 0.0085, lr_0 = 9.0228e-04
Validation prc-auc = 0.028519
Epoch 1977
Validation prc-auc = 0.028448
Epoch 1978
Validation prc-auc = 0.028368
Epoch 1979
Validation prc-auc = 0.028414
Epoch 1980
Validation prc-auc = 0.027968
Epoch 1981
Loss = 6.7717e-02, PNorm = 97.0058, GNorm = 1.6633, lr_0 = 9.0204e-04
Validation prc-auc = 0.026783
Epoch 1982
Validation prc-auc = 0.026162
Epoch 1983
Validation prc-auc = 0.025819
Epoch 1984
Validation prc-auc = 0.026403
Epoch 1985
Loss = 1.6994e-02, PNorm = 97.2858, GNorm = 0.4494, lr_0 = 9.0183e-04
Loss = 4.6505e-04, PNorm = 97.3028, GNorm = 0.0175, lr_0 = 9.0181e-04
Validation prc-auc = 0.026788
Epoch 1986
Validation prc-auc = 0.027058
Epoch 1987
Validation prc-auc = 0.027972
Epoch 1988
Validation prc-auc = 0.028656
Epoch 1989
Validation prc-auc = 0.029205
Epoch 1990
Loss = 4.1566e-02, PNorm = 97.4667, GNorm = 1.5975, lr_0 = 9.0159e-04
Loss = 1.1013e-03, PNorm = 97.4838, GNorm = 0.0477, lr_0 = 9.0157e-04
Validation prc-auc = 0.029197
Epoch 1991
Validation prc-auc = 0.028232
Epoch 1992
Validation prc-auc = 0.026963
Epoch 1993
Validation prc-auc = 0.025960
Epoch 1994
Validation prc-auc = 0.026214
Epoch 1995
Loss = 7.3836e-02, PNorm = 97.7673, GNorm = 1.5778, lr_0 = 9.0137e-04
Validation prc-auc = 0.026735
Epoch 1996
Validation prc-auc = 0.027279
Epoch 1997
Validation prc-auc = 0.027334
Epoch 1998
Validation prc-auc = 0.028498
Epoch 1999
Loss = 3.0636e-02, PNorm = 97.9680, GNorm = 0.0686, lr_0 = 9.0114e-04
Validation prc-auc = 0.031902
Model 0 best validation prc-auc = 0.108633 on epoch 305
Loading pretrained parameter "encoder.encoder.0.cached_zero_vector".
Loading pretrained parameter "encoder.encoder.0.W_i.weight".
Loading pretrained parameter "encoder.encoder.0.W_h.weight".
Loading pretrained parameter "encoder.encoder.0.W_o.weight".
Loading pretrained parameter "encoder.encoder.0.W_o.bias".
Loading pretrained parameter "ffn.1.weight".
Loading pretrained parameter "ffn.1.bias".
Moving model to cuda
Model 0 test prc-auc = 0.025464
Ensemble test prc-auc = 0.025464
Fold 4
Splitting data with seed 4
Class sizes
sars_cov_two_active 0: 98.39%, 1: 1.61%
Total size = 3,294 | train size = 3,294 | val size = 1,096 | test size = 1,086
With class_balance, effective train size = 106
Building model 0
MoleculeModel(
  (sigmoid): Sigmoid()
  (encoder): MPN(
    (encoder): ModuleList(
      (0): MPNEncoder(
        (dropout_layer): Dropout(p=0.35000000000000003, inplace=False)
        (act_func): ReLU()
        (W_i): Linear(in_features=147, out_features=1100, bias=False)
        (W_h): Linear(in_features=1100, out_features=1100, bias=False)
        (W_o): Linear(in_features=1233, out_features=1100, bias=True)
      )
    )
  )
  (ffn): Sequential(
    (0): Dropout(p=0.35000000000000003, inplace=False)
    (1): Linear(in_features=1328, out_features=1, bias=True)
  )
)
Number of parameters = 2,730,429
Moving model to cuda
Epoch 0
Validation prc-auc = 0.012091
Epoch 1
Validation prc-auc = 0.011658
Epoch 2
Validation prc-auc = 0.013191
Epoch 3
Validation prc-auc = 0.013541
Epoch 4
Loss = 8.0024e-01, PNorm = 50.2365, GNorm = 2.5851, lr_0 = 2.0385e-04
Loss = 7.6444e-01, PNorm = 50.2373, GNorm = 5.5984, lr_0 = 2.1077e-04
Validation prc-auc = 0.012065
Epoch 5
Validation prc-auc = 0.015256
Epoch 6
Validation prc-auc = 0.016663
Epoch 7
Validation prc-auc = 0.013191
Epoch 8
Validation prc-auc = 0.013602
Epoch 9
Loss = 7.0689e-01, PNorm = 50.2500, GNorm = 2.1256, lr_0 = 3.0077e-04
Validation prc-auc = 0.016050
Epoch 10
Validation prc-auc = 0.015957
Epoch 11
Validation prc-auc = 0.014401
Epoch 12
Validation prc-auc = 0.016396
Epoch 13
Validation prc-auc = 0.018351
Epoch 14
Loss = 7.1680e-01, PNorm = 50.2721, GNorm = 1.5538, lr_0 = 4.0462e-04
Validation prc-auc = 0.017727
Epoch 15
Validation prc-auc = 0.017004
Epoch 16
Validation prc-auc = 0.017330
Epoch 17
Validation prc-auc = 0.020340
Epoch 18
Loss = 7.0339e-01, PNorm = 50.2977, GNorm = 2.1906, lr_0 = 4.9462e-04
Loss = 4.3584e-01, PNorm = 50.3001, GNorm = 2.5205, lr_0 = 5.0154e-04
Validation prc-auc = 0.018590
Epoch 19
Validation prc-auc = 0.019147
Epoch 20
Validation prc-auc = 0.022338
Epoch 21
Validation prc-auc = 0.019046
Epoch 22
Validation prc-auc = 0.023712
Epoch 23
Loss = 7.0365e-01, PNorm = 50.3391, GNorm = 1.3308, lr_0 = 5.9846e-04
Loss = 7.7194e-01, PNorm = 50.3422, GNorm = 4.5589, lr_0 = 6.0538e-04
Validation prc-auc = 0.022042
Epoch 24
Validation prc-auc = 0.021674
Epoch 25
Validation prc-auc = 0.023616
Epoch 26
Validation prc-auc = 0.027685
Epoch 27
Validation prc-auc = 0.026229
Epoch 28
Loss = 7.5158e-01, PNorm = 50.3920, GNorm = 1.1975, lr_0 = 6.9538e-04
Validation prc-auc = 0.025181
Epoch 29
Validation prc-auc = 0.029202
Epoch 30
Validation prc-auc = 0.028894
Epoch 31
Validation prc-auc = 0.026936
Epoch 32
Validation prc-auc = 0.027151
Epoch 33
Loss = 6.7368e-01, PNorm = 50.4618, GNorm = 0.9971, lr_0 = 7.9923e-04
Validation prc-auc = 0.028009
Epoch 34
Validation prc-auc = 0.027930
Epoch 35
Validation prc-auc = 0.025366
Epoch 36
Validation prc-auc = 0.025414
Epoch 37
Loss = 6.6219e-01, PNorm = 50.5251, GNorm = 1.3387, lr_0 = 8.8923e-04
Loss = 8.6294e-01, PNorm = 50.5301, GNorm = 5.8247, lr_0 = 8.9615e-04
Validation prc-auc = 0.026831
Epoch 38
Validation prc-auc = 0.023861
Epoch 39
Validation prc-auc = 0.021633
Epoch 40
Validation prc-auc = 0.020598
Epoch 41
Validation prc-auc = 0.020574
Epoch 42
Loss = 7.1270e-01, PNorm = 50.5954, GNorm = 1.4914, lr_0 = 9.8615e-04
Validation prc-auc = 0.020383
Epoch 43
Validation prc-auc = 0.019416
Epoch 44
Validation prc-auc = 0.019649
Epoch 45
Validation prc-auc = 0.020062
Epoch 46
Validation prc-auc = 0.020096
Epoch 47
Loss = 6.5229e-01, PNorm = 50.6792, GNorm = 1.1962, lr_0 = 9.9977e-04
Validation prc-auc = 0.018246
Epoch 48
Validation prc-auc = 0.019969
Epoch 49
Validation prc-auc = 0.020086
Epoch 50
Validation prc-auc = 0.019213
Epoch 51
Loss = 6.3514e-01, PNorm = 50.7463, GNorm = 1.0853, lr_0 = 9.9954e-04
Loss = 9.2725e-01, PNorm = 50.7531, GNorm = 4.4295, lr_0 = 9.9952e-04
Validation prc-auc = 0.018887
Epoch 52
Validation prc-auc = 0.019225
Epoch 53
Validation prc-auc = 0.019475
Epoch 54
Validation prc-auc = 0.019756
Epoch 55
Validation prc-auc = 0.020008
Epoch 56
Loss = 6.0618e-01, PNorm = 50.8240, GNorm = 1.2542, lr_0 = 9.9927e-04
Loss = 6.5192e-01, PNorm = 50.8301, GNorm = 2.1695, lr_0 = 9.9926e-04
Validation prc-auc = 0.020729
Epoch 57
Validation prc-auc = 0.020815
Epoch 58
Validation prc-auc = 0.021162
Epoch 59
Validation prc-auc = 0.021617
Epoch 60
Validation prc-auc = 0.021684
Epoch 61
Loss = 6.7929e-01, PNorm = 50.9042, GNorm = 1.4971, lr_0 = 9.9903e-04
Validation prc-auc = 0.021943
Epoch 62
Validation prc-auc = 0.022583
Epoch 63
Validation prc-auc = 0.022855
Epoch 64
Validation prc-auc = 0.023999
Epoch 65
Validation prc-auc = 0.024425
Epoch 66
Loss = 5.3117e-01, PNorm = 50.9884, GNorm = 1.5507, lr_0 = 9.9876e-04
Validation prc-auc = 0.024139
Epoch 67
Validation prc-auc = 0.025359
Epoch 68
Validation prc-auc = 0.024808
Epoch 69
Validation prc-auc = 0.024144
Epoch 70
Loss = 5.9487e-01, PNorm = 51.0571, GNorm = 1.5638, lr_0 = 9.9853e-04
Loss = 4.5100e-01, PNorm = 51.0609, GNorm = 3.7212, lr_0 = 9.9851e-04
Validation prc-auc = 0.026399
Epoch 71
Validation prc-auc = 0.025162
Epoch 72
Validation prc-auc = 0.022664
Epoch 73
Validation prc-auc = 0.022416
Epoch 74
Validation prc-auc = 0.021237
Epoch 75
Loss = 6.1885e-01, PNorm = 51.1385, GNorm = 1.0835, lr_0 = 9.9828e-04
Validation prc-auc = 0.021463
Epoch 76
Validation prc-auc = 0.022347
Epoch 77
Validation prc-auc = 0.021962
Epoch 78
Validation prc-auc = 0.020916
Epoch 79
Validation prc-auc = 0.019760
Epoch 80
Loss = 4.7898e-01, PNorm = 51.2547, GNorm = 0.9424, lr_0 = 9.9802e-04
Validation prc-auc = 0.018173
Epoch 81
Validation prc-auc = 0.017304
Epoch 82
Validation prc-auc = 0.018599
Epoch 83
Validation prc-auc = 0.020630
Epoch 84
Loss = 5.8914e-01, PNorm = 51.3735, GNorm = 1.4891, lr_0 = 9.9779e-04
Loss = 8.2832e-01, PNorm = 51.3820, GNorm = 4.0725, lr_0 = 9.9777e-04
Validation prc-auc = 0.022594
Epoch 85
Validation prc-auc = 0.023657
Epoch 86
Validation prc-auc = 0.024229
Epoch 87
Validation prc-auc = 0.024590
Epoch 88
Validation prc-auc = 0.025739
Epoch 89
Loss = 6.0977e-01, PNorm = 51.5165, GNorm = 0.8090, lr_0 = 9.9752e-04
Loss = 6.9665e-01, PNorm = 51.5265, GNorm = 2.6686, lr_0 = 9.9750e-04
Validation prc-auc = 0.024756
Epoch 90
Validation prc-auc = 0.022346
Epoch 91
Validation prc-auc = 0.022137
Epoch 92
Validation prc-auc = 0.024037
Epoch 93
Validation prc-auc = 0.023397
Epoch 94
Loss = 5.0362e-01, PNorm = 51.6715, GNorm = 1.0344, lr_0 = 9.9727e-04
Validation prc-auc = 0.020908
Epoch 95
Validation prc-auc = 0.025208
Epoch 96
Validation prc-auc = 0.026657
Epoch 97
Validation prc-auc = 0.028901
Epoch 98
Validation prc-auc = 0.029741
Epoch 99
Loss = 4.4764e-01, PNorm = 51.8438, GNorm = 1.0541, lr_0 = 9.9701e-04
Validation prc-auc = 0.030029
Epoch 100
Validation prc-auc = 0.029467
Epoch 101
Validation prc-auc = 0.027038
Epoch 102
Validation prc-auc = 0.022981
Epoch 103
Loss = 5.0005e-01, PNorm = 51.9991, GNorm = 0.9803, lr_0 = 9.9678e-04
Loss = 4.9746e-01, PNorm = 52.0157, GNorm = 3.5561, lr_0 = 9.9676e-04
Validation prc-auc = 0.023034
Epoch 104
Validation prc-auc = 0.021561
Epoch 105
Validation prc-auc = 0.021855
Epoch 106
Validation prc-auc = 0.025037
Epoch 107
Validation prc-auc = 0.024152
Epoch 108
Loss = 4.6045e-01, PNorm = 52.2023, GNorm = 1.4812, lr_0 = 9.9651e-04
Validation prc-auc = 0.024991
Epoch 109
Validation prc-auc = 0.024361
Epoch 110
Validation prc-auc = 0.024150
Epoch 111
Validation prc-auc = 0.024772
Epoch 112
Validation prc-auc = 0.021963
Epoch 113
Loss = 6.0136e-01, PNorm = 52.3936, GNorm = 1.5809, lr_0 = 9.9627e-04
Validation prc-auc = 0.023594
Epoch 114
Validation prc-auc = 0.024629
Epoch 115
Validation prc-auc = 0.024955
Epoch 116
Validation prc-auc = 0.024659
Epoch 117
Loss = 5.3684e-01, PNorm = 52.5775, GNorm = 1.1063, lr_0 = 9.9604e-04
Loss = 5.8322e-01, PNorm = 52.5907, GNorm = 3.1893, lr_0 = 9.9602e-04
Validation prc-auc = 0.025180
Epoch 118
Validation prc-auc = 0.024739
Epoch 119
Validation prc-auc = 0.022587
Epoch 120
Validation prc-auc = 0.020422
Epoch 121
Validation prc-auc = 0.025500
Epoch 122
Loss = 4.0317e-01, PNorm = 52.8072, GNorm = 1.8303, lr_0 = 9.9577e-04
Loss = 4.2486e-01, PNorm = 52.8276, GNorm = 3.4731, lr_0 = 9.9575e-04
Validation prc-auc = 0.023368
Epoch 123
Validation prc-auc = 0.026415
Epoch 124
Validation prc-auc = 0.024438
Epoch 125
Validation prc-auc = 0.019813
Epoch 126
Validation prc-auc = 0.020759
Epoch 127
Loss = 4.5962e-01, PNorm = 53.0735, GNorm = 1.0060, lr_0 = 9.9552e-04
Validation prc-auc = 0.022460
Epoch 128
Validation prc-auc = 0.022776
Epoch 129
Validation prc-auc = 0.024967
Epoch 130
Validation prc-auc = 0.027243
Epoch 131
Validation prc-auc = 0.026974
Epoch 132
Loss = 3.4782e-01, PNorm = 53.3191, GNorm = 0.8369, lr_0 = 9.9526e-04
Validation prc-auc = 0.028892
Epoch 133
Validation prc-auc = 0.029721
Epoch 134
Validation prc-auc = 0.029273
Epoch 135
Validation prc-auc = 0.022701
Epoch 136
Loss = 4.9302e-01, PNorm = 53.5476, GNorm = 2.4321, lr_0 = 9.9503e-04
Loss = 4.9282e-01, PNorm = 53.5686, GNorm = 2.2255, lr_0 = 9.9501e-04
Validation prc-auc = 0.019392
Epoch 137
Validation prc-auc = 0.023884
Epoch 138
Validation prc-auc = 0.021208
Epoch 139
Validation prc-auc = 0.022940
Epoch 140
Validation prc-auc = 0.028126
Epoch 141
Loss = 4.1556e-01, PNorm = 53.8291, GNorm = 1.1203, lr_0 = 9.9477e-04
Validation prc-auc = 0.024280
Epoch 142
Validation prc-auc = 0.029221
Epoch 143
Validation prc-auc = 0.027226
Epoch 144
Validation prc-auc = 0.023768
Epoch 145
Validation prc-auc = 0.027592
Epoch 146
Loss = 3.1992e-01, PNorm = 54.0658, GNorm = 0.8714, lr_0 = 9.9452e-04
Validation prc-auc = 0.033210
Epoch 147
Validation prc-auc = 0.034944
Epoch 148
Validation prc-auc = 0.034751
Epoch 149
Validation prc-auc = 0.028092
Epoch 150
Loss = 3.2345e-01, PNorm = 54.2702, GNorm = 3.5774, lr_0 = 9.9429e-04
Loss = 4.4367e-01, PNorm = 54.2838, GNorm = 3.2607, lr_0 = 9.9427e-04
Validation prc-auc = 0.025115
Epoch 151
Validation prc-auc = 0.022451
Epoch 152
Validation prc-auc = 0.025581
Epoch 153
Validation prc-auc = 0.023808
Epoch 154
Validation prc-auc = 0.020907
Epoch 155
Loss = 4.5987e-01, PNorm = 54.5127, GNorm = 2.4064, lr_0 = 9.9403e-04
Loss = 3.4417e-01, PNorm = 54.5338, GNorm = 2.8363, lr_0 = 9.9401e-04
Validation prc-auc = 0.021651
Epoch 156
Validation prc-auc = 0.023685
Epoch 157
Validation prc-auc = 0.022815
Epoch 158
Validation prc-auc = 0.024120
Epoch 159
Validation prc-auc = 0.025158
Epoch 160
Loss = 4.7383e-01, PNorm = 54.7926, GNorm = 3.1684, lr_0 = 9.9378e-04
Validation prc-auc = 0.022213
Epoch 161
Validation prc-auc = 0.018413
Epoch 162
Validation prc-auc = 0.016991
Epoch 163
Validation prc-auc = 0.019238
Epoch 164
Validation prc-auc = 0.024239
Epoch 165
Loss = 3.3444e-01, PNorm = 55.0489, GNorm = 2.3129, lr_0 = 9.9351e-04
Validation prc-auc = 0.036409
Epoch 166
Validation prc-auc = 0.035220
Epoch 167
Validation prc-auc = 0.029608
Epoch 168
Validation prc-auc = 0.029994
Epoch 169
Loss = 3.6889e-01, PNorm = 55.2832, GNorm = 1.7075, lr_0 = 9.9329e-04
Loss = 2.3809e-01, PNorm = 55.3050, GNorm = 1.8628, lr_0 = 9.9327e-04
Validation prc-auc = 0.023511
Epoch 170
Validation prc-auc = 0.020011
Epoch 171
Validation prc-auc = 0.020381
Epoch 172
Validation prc-auc = 0.023771
Epoch 173
Validation prc-auc = 0.027022
Epoch 174
Loss = 2.0792e-01, PNorm = 55.6112, GNorm = 0.6022, lr_0 = 9.9302e-04
Validation prc-auc = 0.024959
Epoch 175
Validation prc-auc = 0.025698
Epoch 176
Validation prc-auc = 0.023630
Epoch 177
Validation prc-auc = 0.021704
Epoch 178
Validation prc-auc = 0.020798
Epoch 179
Loss = 2.8871e-01, PNorm = 55.8684, GNorm = 1.1498, lr_0 = 9.9277e-04
Validation prc-auc = 0.019410
Epoch 180
Validation prc-auc = 0.020427
Epoch 181
Validation prc-auc = 0.021403
Epoch 182
Validation prc-auc = 0.021319
Epoch 183
Loss = 3.6839e-01, PNorm = 56.1293, GNorm = 2.7425, lr_0 = 9.9253e-04
Validation prc-auc = 0.028580
Epoch 184
Validation prc-auc = 0.037353
Epoch 185
Validation prc-auc = 0.037587
Epoch 186
Validation prc-auc = 0.035028
Epoch 187
Validation prc-auc = 0.032479
Epoch 188
Loss = 2.8519e-01, PNorm = 56.4189, GNorm = 0.6447, lr_0 = 9.9228e-04
Loss = 2.9663e-01, PNorm = 56.4352, GNorm = 3.5864, lr_0 = 9.9226e-04
Validation prc-auc = 0.029790
Epoch 189
Validation prc-auc = 0.028724
Epoch 190
Validation prc-auc = 0.027245
Epoch 191
Validation prc-auc = 0.026519
Epoch 192
Validation prc-auc = 0.025259
Epoch 193
Loss = 1.7356e-01, PNorm = 56.6550, GNorm = 0.9756, lr_0 = 9.9204e-04
Validation prc-auc = 0.023555
Epoch 194
Validation prc-auc = 0.019571
Epoch 195
Validation prc-auc = 0.015353
Epoch 196
Validation prc-auc = 0.024101
Epoch 197
Validation prc-auc = 0.027346
Epoch 198
Loss = 4.3886e-01, PNorm = 57.0307, GNorm = 1.7045, lr_0 = 9.9177e-04
Validation prc-auc = 0.036155
Epoch 199
Validation prc-auc = 0.036464
Epoch 200
Validation prc-auc = 0.035053
Epoch 201
Validation prc-auc = 0.035037
Epoch 202
Loss = 3.0514e-01, PNorm = 57.3289, GNorm = 1.7009, lr_0 = 9.9154e-04
Loss = 2.7316e-01, PNorm = 57.3485, GNorm = 2.6377, lr_0 = 9.9153e-04
Validation prc-auc = 0.032380
Epoch 203
Validation prc-auc = 0.030495
Epoch 204
Validation prc-auc = 0.029045
Epoch 205
Validation prc-auc = 0.027679
Epoch 206
Validation prc-auc = 0.026204
Epoch 207
Loss = 2.2816e-01, PNorm = 57.5692, GNorm = 1.0567, lr_0 = 9.9128e-04
Loss = 3.8633e-02, PNorm = 57.5840, GNorm = 0.7375, lr_0 = 9.9126e-04
Validation prc-auc = 0.024583
Epoch 208
Validation prc-auc = 0.022961
Epoch 209
Validation prc-auc = 0.023737
Epoch 210
Validation prc-auc = 0.023314
Epoch 211
Validation prc-auc = 0.022140
Epoch 212
Loss = 3.5925e-01, PNorm = 57.7838, GNorm = 2.1475, lr_0 = 9.9103e-04
Validation prc-auc = 0.022192
Epoch 213
Validation prc-auc = 0.022428
Epoch 214
Validation prc-auc = 0.023100
Epoch 215
Validation prc-auc = 0.026159
Epoch 216
Loss = 1.7396e-01, PNorm = 58.0005, GNorm = 3.4732, lr_0 = 9.9079e-04
Validation prc-auc = 0.027570
Epoch 217
Validation prc-auc = 0.027203
Epoch 218
Validation prc-auc = 0.026378
Epoch 219
Validation prc-auc = 0.026067
Epoch 220
Validation prc-auc = 0.024630
Epoch 221
Loss = 2.5365e-01, PNorm = 58.2643, GNorm = 1.6094, lr_0 = 9.9054e-04
Loss = 2.8221e-01, PNorm = 58.2800, GNorm = 2.8173, lr_0 = 9.9052e-04
Validation prc-auc = 0.024458
Epoch 222
Validation prc-auc = 0.023945
Epoch 223
Validation prc-auc = 0.024599
Epoch 224
Validation prc-auc = 0.025426
Epoch 225
Validation prc-auc = 0.025752
Epoch 226
Loss = 1.9166e-01, PNorm = 58.4877, GNorm = 1.7010, lr_0 = 9.9030e-04
Validation prc-auc = 0.024706
Epoch 227
Validation prc-auc = 0.024228
Epoch 228
Validation prc-auc = 0.024094
Epoch 229
Validation prc-auc = 0.024656
Epoch 230
Validation prc-auc = 0.027043
Epoch 231
Loss = 1.6305e-01, PNorm = 58.7177, GNorm = 0.7635, lr_0 = 9.9003e-04
Validation prc-auc = 0.028620
Epoch 232
Validation prc-auc = 0.028804
Epoch 233
Validation prc-auc = 0.030104
Epoch 234
Validation prc-auc = 0.031025
Epoch 235
Loss = 1.5935e-01, PNorm = 58.9180, GNorm = 1.4503, lr_0 = 9.8980e-04
Loss = 4.7093e-02, PNorm = 58.9310, GNorm = 1.0982, lr_0 = 9.8979e-04
Validation prc-auc = 0.029252
Epoch 236
Validation prc-auc = 0.028215
Epoch 237
Validation prc-auc = 0.027215
Epoch 238
Validation prc-auc = 0.026243
Epoch 239
Validation prc-auc = 0.025794
Epoch 240
Loss = 1.5205e-01, PNorm = 59.0888, GNorm = 2.6301, lr_0 = 9.8954e-04
Loss = 3.9738e-02, PNorm = 59.0999, GNorm = 1.1843, lr_0 = 9.8952e-04
Validation prc-auc = 0.028826
Epoch 241
Validation prc-auc = 0.031912
Epoch 242
Validation prc-auc = 0.029758
Epoch 243
Validation prc-auc = 0.031417
Epoch 244
Validation prc-auc = 0.031607
Epoch 245
Loss = 2.4203e-01, PNorm = 59.2576, GNorm = 1.4830, lr_0 = 9.8930e-04
Validation prc-auc = 0.030446
Epoch 246
Validation prc-auc = 0.028041
Epoch 247
Validation prc-auc = 0.026659
Epoch 248
Validation prc-auc = 0.027270
Epoch 249
Loss = 7.9794e-02, PNorm = 59.4908, GNorm = 0.8755, lr_0 = 9.8905e-04
Validation prc-auc = 0.026980
Epoch 250
Validation prc-auc = 0.024918
Epoch 251
Validation prc-auc = 0.024680
Epoch 252
Validation prc-auc = 0.023448
Epoch 253
Validation prc-auc = 0.023450
Epoch 254
Loss = 1.7480e-01, PNorm = 59.6785, GNorm = 2.1603, lr_0 = 9.8880e-04
Loss = 9.5404e-02, PNorm = 59.6904, GNorm = 3.8101, lr_0 = 9.8879e-04
Validation prc-auc = 0.024332
Epoch 255
Validation prc-auc = 0.024915
Epoch 256
Validation prc-auc = 0.025601
Epoch 257
Validation prc-auc = 0.025797
Epoch 258
Validation prc-auc = 0.026306
Epoch 259
Loss = 1.1257e-01, PNorm = 59.8212, GNorm = 1.4294, lr_0 = 9.8856e-04
Validation prc-auc = 0.026432
Epoch 260
Validation prc-auc = 0.028997
Epoch 261
Validation prc-auc = 0.027776
Epoch 262
Validation prc-auc = 0.027036
Epoch 263
Validation prc-auc = 0.031689
Epoch 264
Loss = 1.9006e-01, PNorm = 60.0322, GNorm = 1.4904, lr_0 = 9.8830e-04
Validation prc-auc = 0.031035
Epoch 265
Validation prc-auc = 0.027662
Epoch 266
Validation prc-auc = 0.026483
Epoch 267
Validation prc-auc = 0.027372
Epoch 268
Loss = 1.7684e-01, PNorm = 60.2221, GNorm = 3.4329, lr_0 = 9.8807e-04
Loss = 6.1547e-02, PNorm = 60.2376, GNorm = 0.9437, lr_0 = 9.8805e-04
Validation prc-auc = 0.024918
Epoch 269
Validation prc-auc = 0.022910
Epoch 270
Validation prc-auc = 0.022257
Epoch 271
Validation prc-auc = 0.024374
Epoch 272
Validation prc-auc = 0.024398
Epoch 273
Loss = 1.2190e-01, PNorm = 60.4488, GNorm = 1.2747, lr_0 = 9.8781e-04
Loss = 7.6181e-02, PNorm = 60.4622, GNorm = 2.7214, lr_0 = 9.8779e-04
Validation prc-auc = 0.024555
Epoch 274
Validation prc-auc = 0.024787
Epoch 275
Validation prc-auc = 0.023020
Epoch 276
Validation prc-auc = 0.022059
Epoch 277
Validation prc-auc = 0.024082
Epoch 278
Loss = 6.5028e-02, PNorm = 60.6347, GNorm = 1.5024, lr_0 = 9.8756e-04
Validation prc-auc = 0.027712
Epoch 279
Validation prc-auc = 0.027854
Epoch 280
Validation prc-auc = 0.032862
Epoch 281
Validation prc-auc = 0.038700
Epoch 282
Validation prc-auc = 0.031969
Epoch 283
Loss = 2.1136e-01, PNorm = 60.9690, GNorm = 1.7017, lr_0 = 9.8730e-04
Validation prc-auc = 0.030272
Epoch 284
Validation prc-auc = 0.031299
Epoch 285
Validation prc-auc = 0.029542
Epoch 286
Validation prc-auc = 0.026612
Epoch 287
Loss = 1.1057e-01, PNorm = 61.2233, GNorm = 1.2745, lr_0 = 9.8707e-04
Loss = 4.6637e-03, PNorm = 61.2418, GNorm = 0.1079, lr_0 = 9.8705e-04
Validation prc-auc = 0.025051
Epoch 288
Validation prc-auc = 0.024361
Epoch 289
Validation prc-auc = 0.024822
Epoch 290
Validation prc-auc = 0.025236
Epoch 291
Validation prc-auc = 0.025013
Epoch 292
Loss = 1.0942e-01, PNorm = 61.4254, GNorm = 1.1752, lr_0 = 9.8683e-04
Validation prc-auc = 0.025749
Epoch 293
Validation prc-auc = 0.025819
Epoch 294
Validation prc-auc = 0.025817
Epoch 295
Validation prc-auc = 0.025941
Epoch 296
Validation prc-auc = 0.031554
Epoch 297
Loss = 3.2755e-01, PNorm = 61.6404, GNorm = 4.0711, lr_0 = 9.8656e-04
Validation prc-auc = 0.025883
Epoch 298
Validation prc-auc = 0.022725
Epoch 299
Validation prc-auc = 0.024753
Epoch 300
Validation prc-auc = 0.025175
Epoch 301
Loss = 1.2179e-01, PNorm = 61.8381, GNorm = 0.6728, lr_0 = 9.8634e-04
Loss = 1.5259e-01, PNorm = 61.8518, GNorm = 3.8417, lr_0 = 9.8632e-04
Validation prc-auc = 0.026836
Epoch 302
Validation prc-auc = 0.030015
Epoch 303
Validation prc-auc = 0.034314
Epoch 304
Validation prc-auc = 0.034986
Epoch 305
Validation prc-auc = 0.036255
Epoch 306
Loss = 1.3233e-01, PNorm = 62.0356, GNorm = 1.7928, lr_0 = 9.8607e-04
Loss = 1.3337e-01, PNorm = 62.0471, GNorm = 2.3411, lr_0 = 9.8606e-04
Validation prc-auc = 0.032959
Epoch 307
Validation prc-auc = 0.031376
Epoch 308
Validation prc-auc = 0.029475
Epoch 309
Validation prc-auc = 0.028442
Epoch 310
Validation prc-auc = 0.028497
Epoch 311
Loss = 4.7708e-02, PNorm = 62.1699, GNorm = 0.7222, lr_0 = 9.8583e-04
Validation prc-auc = 0.027072
Epoch 312
Validation prc-auc = 0.025340
Epoch 313
Validation prc-auc = 0.025546
Epoch 314
Validation prc-auc = 0.025041
Epoch 315
Validation prc-auc = 0.025156
Epoch 316
Loss = 2.1089e-02, PNorm = 62.2828, GNorm = 0.5018, lr_0 = 9.8557e-04
Validation prc-auc = 0.025595
Epoch 317
Validation prc-auc = 0.025995
Epoch 318
Validation prc-auc = 0.025755
Epoch 319
Validation prc-auc = 0.025711
Epoch 320
Loss = 1.2377e-01, PNorm = 62.3782, GNorm = 2.5873, lr_0 = 9.8534e-04
Loss = 1.3059e-01, PNorm = 62.3859, GNorm = 7.7613, lr_0 = 9.8532e-04
Validation prc-auc = 0.026824
Epoch 321
Validation prc-auc = 0.027733
Epoch 322
Validation prc-auc = 0.028570
Epoch 323
Validation prc-auc = 0.027175
Epoch 324
Validation prc-auc = 0.027136
Epoch 325
Loss = 1.0581e-01, PNorm = 62.5358, GNorm = 1.2162, lr_0 = 9.8509e-04
Validation prc-auc = 0.026811
Epoch 326
Validation prc-auc = 0.028360
Epoch 327
Validation prc-auc = 0.028165
Epoch 328
Validation prc-auc = 0.027287
Epoch 329
Validation prc-auc = 0.027102
Epoch 330
Loss = 1.0526e-01, PNorm = 62.6898, GNorm = 1.6824, lr_0 = 9.8483e-04
Validation prc-auc = 0.026293
Epoch 331
Validation prc-auc = 0.025211
Epoch 332
Validation prc-auc = 0.026239
Epoch 333
Validation prc-auc = 0.027001
Epoch 334
Loss = 3.8095e-02, PNorm = 62.8389, GNorm = 0.7879, lr_0 = 9.8461e-04
Loss = 7.3478e-02, PNorm = 62.8493, GNorm = 2.9668, lr_0 = 9.8459e-04
Validation prc-auc = 0.028203
Epoch 335
Validation prc-auc = 0.027954
Epoch 336
Validation prc-auc = 0.028003
Epoch 337
Validation prc-auc = 0.026872
Epoch 338
Validation prc-auc = 0.026077
Epoch 339
Loss = 7.0485e-02, PNorm = 63.0205, GNorm = 2.4435, lr_0 = 9.8434e-04
Loss = 8.8756e-01, PNorm = 63.0297, GNorm = 10.3405, lr_0 = 9.8433e-04
Validation prc-auc = 0.023953
Epoch 340
Validation prc-auc = 0.027156
Epoch 341
Validation prc-auc = 0.027544
Epoch 342
Validation prc-auc = 0.027924
Epoch 343
Validation prc-auc = 0.027578
Epoch 344
Loss = 2.1512e-01, PNorm = 63.2227, GNorm = 1.6487, lr_0 = 9.8410e-04
Validation prc-auc = 0.026699
Epoch 345
Validation prc-auc = 0.026243
Epoch 346
Validation prc-auc = 0.025304
Epoch 347
Validation prc-auc = 0.024198
Epoch 348
Validation prc-auc = 0.025282
Epoch 349
Loss = 7.9255e-02, PNorm = 63.4478, GNorm = 0.6359, lr_0 = 9.8384e-04
Validation prc-auc = 0.028128
Epoch 350
Validation prc-auc = 0.030663
Epoch 351
Validation prc-auc = 0.034616
Epoch 352
Validation prc-auc = 0.033561
Epoch 353
Loss = 5.9860e-02, PNorm = 63.6206, GNorm = 1.0561, lr_0 = 9.8361e-04
Loss = 1.6638e-01, PNorm = 63.6328, GNorm = 3.4850, lr_0 = 9.8359e-04
Validation prc-auc = 0.031108
Epoch 354
Validation prc-auc = 0.031577
Epoch 355
Validation prc-auc = 0.029838
Epoch 356
Validation prc-auc = 0.029443
Epoch 357
Validation prc-auc = 0.028623
Epoch 358
Loss = 3.2421e-02, PNorm = 63.7623, GNorm = 0.4089, lr_0 = 9.8335e-04
Validation prc-auc = 0.030606
Epoch 359
Validation prc-auc = 0.032023
Epoch 360
Validation prc-auc = 0.030163
Epoch 361
Validation prc-auc = 0.030759
Epoch 362
Validation prc-auc = 0.035795
Epoch 363
Loss = 1.4370e-02, PNorm = 63.8863, GNorm = 0.3114, lr_0 = 9.8311e-04
Validation prc-auc = 0.040898
Epoch 364
Validation prc-auc = 0.037665
Epoch 365
Validation prc-auc = 0.039703
Epoch 366
Validation prc-auc = 0.042618
Epoch 367
Loss = 1.8003e-02, PNorm = 64.0365, GNorm = 0.1601, lr_0 = 9.8288e-04
Loss = 5.4578e-03, PNorm = 64.0462, GNorm = 0.1756, lr_0 = 9.8286e-04
Validation prc-auc = 0.044977
Epoch 368
Validation prc-auc = 0.043957
Epoch 369
Validation prc-auc = 0.043043
Epoch 370
Validation prc-auc = 0.042521
Epoch 371
Validation prc-auc = 0.040234
Epoch 372
Loss = 1.3371e-01, PNorm = 64.1396, GNorm = 2.1966, lr_0 = 9.8262e-04
Loss = 1.3581e-02, PNorm = 64.1446, GNorm = 0.8862, lr_0 = 9.8260e-04
Validation prc-auc = 0.036299
Epoch 373
Validation prc-auc = 0.033801
Epoch 374
Validation prc-auc = 0.032527
Epoch 375
Validation prc-auc = 0.032747
Epoch 376
Validation prc-auc = 0.032440
Epoch 377
Loss = 1.9163e-01, PNorm = 64.2041, GNorm = 1.2051, lr_0 = 9.8237e-04
Validation prc-auc = 0.031597
Epoch 378
Validation prc-auc = 0.029872
Epoch 379
Validation prc-auc = 0.029665
Epoch 380
Validation prc-auc = 0.031303
Epoch 381
Validation prc-auc = 0.029951
Epoch 382
Loss = 9.5713e-02, PNorm = 64.3122, GNorm = 1.2902, lr_0 = 9.8211e-04
Validation prc-auc = 0.027679
Epoch 383
Validation prc-auc = 0.027270
Epoch 384
Validation prc-auc = 0.027442
Epoch 385
Validation prc-auc = 0.027320
Epoch 386
Loss = 1.4184e-01, PNorm = 64.5109, GNorm = 1.3853, lr_0 = 9.8189e-04
Loss = 4.3439e-02, PNorm = 64.5222, GNorm = 1.4772, lr_0 = 9.8187e-04
Validation prc-auc = 0.027614
Epoch 387
Validation prc-auc = 0.027669
Epoch 388
Validation prc-auc = 0.028644
Epoch 389
Validation prc-auc = 0.027350
Epoch 390
Validation prc-auc = 0.026266
Epoch 391
Loss = 5.0499e-02, PNorm = 64.6551, GNorm = 1.7225, lr_0 = 9.8163e-04
Validation prc-auc = 0.025766
Epoch 392
Validation prc-auc = 0.025074
Epoch 393
Validation prc-auc = 0.024532
Epoch 394
Validation prc-auc = 0.024349
Epoch 395
Validation prc-auc = 0.024299
Epoch 396
Loss = 2.0849e-02, PNorm = 64.7484, GNorm = 0.4536, lr_0 = 9.8138e-04
Validation prc-auc = 0.024315
Epoch 397
Validation prc-auc = 0.025102
Epoch 398
Validation prc-auc = 0.025554
Epoch 399
Validation prc-auc = 0.026426
Epoch 400
Loss = 2.1601e-02, PNorm = 64.8011, GNorm = 0.2204, lr_0 = 9.8116e-04
Loss = 2.9365e-03, PNorm = 64.8048, GNorm = 0.1475, lr_0 = 9.8114e-04
Validation prc-auc = 0.026313
Epoch 401
Validation prc-auc = 0.026302
Epoch 402
Validation prc-auc = 0.024052
Epoch 403
Validation prc-auc = 0.021240
Epoch 404
Validation prc-auc = 0.020261
Epoch 405
Loss = 1.8605e-01, PNorm = 65.1126, GNorm = 1.8730, lr_0 = 9.8089e-04
Loss = 6.9847e-02, PNorm = 65.1432, GNorm = 1.6642, lr_0 = 9.8088e-04
Validation prc-auc = 0.020523
Epoch 406
Validation prc-auc = 0.021957
Epoch 407
Validation prc-auc = 0.023317
Epoch 408
Validation prc-auc = 0.022010
Epoch 409
Validation prc-auc = 0.021826
Epoch 410
Loss = 1.6329e-01, PNorm = 65.4538, GNorm = 1.3739, lr_0 = 9.8065e-04
Validation prc-auc = 0.022851
Epoch 411
Validation prc-auc = 0.022138
Epoch 412
Validation prc-auc = 0.021124
Epoch 413
Validation prc-auc = 0.020662
Epoch 414
Validation prc-auc = 0.020857
Epoch 415
Loss = 1.1215e-01, PNorm = 65.7430, GNorm = 1.6645, lr_0 = 9.8039e-04
Validation prc-auc = 0.019725
Epoch 416
Validation prc-auc = 0.022227
Epoch 417
Validation prc-auc = 0.024451
Epoch 418
Validation prc-auc = 0.018877
Epoch 419
Loss = 2.5715e-01, PNorm = 66.0374, GNorm = 2.1974, lr_0 = 9.8016e-04
Loss = 1.1976e-01, PNorm = 66.0701, GNorm = 1.6792, lr_0 = 9.8015e-04
Validation prc-auc = 0.018455
Epoch 420
Validation prc-auc = 0.016996
Epoch 421
Validation prc-auc = 0.015755
Epoch 422
Validation prc-auc = 0.016716
Epoch 423
Validation prc-auc = 0.017409
Epoch 424
Loss = 1.5175e-01, PNorm = 66.4827, GNorm = 1.8078, lr_0 = 9.7990e-04
Validation prc-auc = 0.017754
Epoch 425
Validation prc-auc = 0.022793
Epoch 426
Validation prc-auc = 0.025811
Epoch 427
Validation prc-auc = 0.030592
Epoch 428
Validation prc-auc = 0.035117
Epoch 429
Loss = 1.6429e-01, PNorm = 66.8556, GNorm = 1.7928, lr_0 = 9.7966e-04
Validation prc-auc = 0.037165
Epoch 430
Validation prc-auc = 0.036157
Epoch 431
Validation prc-auc = 0.039202
Epoch 432
Validation prc-auc = 0.032711
Epoch 433
Loss = 1.3833e-01, PNorm = 67.1601, GNorm = 2.5869, lr_0 = 9.7942e-04
Validation prc-auc = 0.031688
Epoch 434
Validation prc-auc = 0.034700
Epoch 435
Validation prc-auc = 0.033079
Epoch 436
Validation prc-auc = 0.030305
Epoch 437
Validation prc-auc = 0.028135
Epoch 438
Loss = 9.3273e-02, PNorm = 67.4518, GNorm = 1.5581, lr_0 = 9.7917e-04
Loss = 3.3986e-01, PNorm = 67.4717, GNorm = 6.1025, lr_0 = 9.7916e-04
Validation prc-auc = 0.026635
Epoch 439
Validation prc-auc = 0.024210
Epoch 440
Validation prc-auc = 0.024495
Epoch 441
Validation prc-auc = 0.026536
Epoch 442
Validation prc-auc = 0.030503
Epoch 443
Loss = 6.6700e-02, PNorm = 67.7458, GNorm = 1.1206, lr_0 = 9.7893e-04
Validation prc-auc = 0.030488
Epoch 444
Validation prc-auc = 0.028131
Epoch 445
Validation prc-auc = 0.026460
Epoch 446
Validation prc-auc = 0.027776
Epoch 447
Validation prc-auc = 0.028488
Epoch 448
Loss = 2.8382e-01, PNorm = 68.0671, GNorm = 2.6672, lr_0 = 9.7867e-04
Validation prc-auc = 0.026055
Epoch 449
Validation prc-auc = 0.026410
Epoch 450
Validation prc-auc = 0.026676
Epoch 451
Validation prc-auc = 0.026290
Epoch 452
Loss = 7.9377e-02, PNorm = 68.2704, GNorm = 0.6544, lr_0 = 9.7845e-04
Loss = 9.3570e-03, PNorm = 68.2830, GNorm = 0.3279, lr_0 = 9.7843e-04
Validation prc-auc = 0.026100
Epoch 453
Validation prc-auc = 0.025944
Epoch 454
Validation prc-auc = 0.025501
Epoch 455
Validation prc-auc = 0.024592
Epoch 456
Validation prc-auc = 0.022044
Epoch 457
Loss = 1.6652e-01, PNorm = 68.4001, GNorm = 4.0368, lr_0 = 9.7819e-04
Loss = 1.1318e-02, PNorm = 68.4068, GNorm = 0.2917, lr_0 = 9.7817e-04
Validation prc-auc = 0.021727
Epoch 458
Validation prc-auc = 0.024075
Epoch 459
Validation prc-auc = 0.027351
Epoch 460
Validation prc-auc = 0.030407
Epoch 461
Validation prc-auc = 0.031880
Epoch 462
Loss = 4.9028e-02, PNorm = 68.5423, GNorm = 0.4641, lr_0 = 9.7794e-04
Validation prc-auc = 0.032985
Epoch 463
Validation prc-auc = 0.033983
Epoch 464
Validation prc-auc = 0.032258
Epoch 465
Validation prc-auc = 0.031683
Epoch 466
Loss = 8.0994e-02, PNorm = 68.6749, GNorm = 1.5486, lr_0 = 9.7770e-04
Validation prc-auc = 0.030629
Epoch 467
Validation prc-auc = 0.029606
Epoch 468
Validation prc-auc = 0.028581
Epoch 469
Validation prc-auc = 0.028713
Epoch 470
Validation prc-auc = 0.031433
Epoch 471
Loss = 6.6835e-02, PNorm = 68.7700, GNorm = 0.7065, lr_0 = 9.7746e-04
Loss = 6.4944e-03, PNorm = 68.7777, GNorm = 0.2293, lr_0 = 9.7744e-04
Validation prc-auc = 0.033052
Epoch 472
Validation prc-auc = 0.033181
Epoch 473
Validation prc-auc = 0.032892
Epoch 474
Validation prc-auc = 0.032607
Epoch 475
Validation prc-auc = 0.032320
Epoch 476
Loss = 1.3405e-01, PNorm = 68.8719, GNorm = 1.8693, lr_0 = 9.7721e-04
Validation prc-auc = 0.031764
Epoch 477
Validation prc-auc = 0.032079
Epoch 478
Validation prc-auc = 0.031736
Epoch 479
Validation prc-auc = 0.032356
Epoch 480
Validation prc-auc = 0.032678
Epoch 481
Loss = 1.4565e-01, PNorm = 69.0876, GNorm = 2.6337, lr_0 = 9.7695e-04
Validation prc-auc = 0.033259
Epoch 482
Validation prc-auc = 0.032188
Epoch 483
Validation prc-auc = 0.032329
Epoch 484
Validation prc-auc = 0.032768
Epoch 485
Loss = 1.6563e-01, PNorm = 69.3090, GNorm = 1.2409, lr_0 = 9.7673e-04
Loss = 4.6043e-02, PNorm = 69.3227, GNorm = 2.4937, lr_0 = 9.7671e-04
Validation prc-auc = 0.032655
Epoch 486
Validation prc-auc = 0.032915
Epoch 487
Validation prc-auc = 0.033686
Epoch 488
Validation prc-auc = 0.032917
Epoch 489
Validation prc-auc = 0.030810
Epoch 490
Loss = 8.9822e-02, PNorm = 69.4789, GNorm = 0.6412, lr_0 = 9.7647e-04
Loss = 2.1894e-02, PNorm = 69.4887, GNorm = 0.5671, lr_0 = 9.7645e-04
Validation prc-auc = 0.029713
Epoch 491
Validation prc-auc = 0.029355
Epoch 492
Validation prc-auc = 0.029193
Epoch 493
Validation prc-auc = 0.028708
Epoch 494
Validation prc-auc = 0.028730
Epoch 495
Loss = 5.6928e-02, PNorm = 69.5875, GNorm = 0.6724, lr_0 = 9.7623e-04
Validation prc-auc = 0.028214
Epoch 496
Validation prc-auc = 0.027196
Epoch 497
Validation prc-auc = 0.028100
Epoch 498
Validation prc-auc = 0.029144
Epoch 499
Loss = 6.3875e-02, PNorm = 69.6852, GNorm = 0.2427, lr_0 = 9.7599e-04
Validation prc-auc = 0.031611
Epoch 500
Validation prc-auc = 0.039661
Epoch 501
Validation prc-auc = 0.045826
Epoch 502
Validation prc-auc = 0.044983
Epoch 503
Validation prc-auc = 0.045850
Epoch 504
Loss = 3.4151e-02, PNorm = 69.8166, GNorm = 1.1492, lr_0 = 9.7574e-04
Loss = 8.7978e-03, PNorm = 69.8285, GNorm = 0.3703, lr_0 = 9.7573e-04
Validation prc-auc = 0.046427
Epoch 505
Validation prc-auc = 0.045168
Epoch 506
Validation prc-auc = 0.046132
Epoch 507
Validation prc-auc = 0.045765
Epoch 508
Validation prc-auc = 0.043837
Epoch 509
Loss = 1.1556e-02, PNorm = 69.9465, GNorm = 0.4035, lr_0 = 9.7550e-04
Validation prc-auc = 0.038731
Epoch 510
Validation prc-auc = 0.036673
Epoch 511
Validation prc-auc = 0.036536
Epoch 512
Validation prc-auc = 0.035411
Epoch 513
Validation prc-auc = 0.033696
Epoch 514
Loss = 3.8531e-02, PNorm = 70.0279, GNorm = 0.8415, lr_0 = 9.7524e-04
Validation prc-auc = 0.033670
Epoch 515
Validation prc-auc = 0.034028
Epoch 516
Validation prc-auc = 0.034667
Epoch 517
Validation prc-auc = 0.034664
Epoch 518
Loss = 2.2987e-02, PNorm = 70.0844, GNorm = 0.6285, lr_0 = 9.7502e-04
Loss = 3.0712e-03, PNorm = 70.0876, GNorm = 0.1684, lr_0 = 9.7500e-04
Validation prc-auc = 0.034189
Epoch 519
Validation prc-auc = 0.034262
Epoch 520
Validation prc-auc = 0.033817
Epoch 521
Validation prc-auc = 0.033447
Epoch 522
Validation prc-auc = 0.033245
Epoch 523
Loss = 5.0606e-02, PNorm = 70.1353, GNorm = 0.5070, lr_0 = 9.7476e-04
Loss = 5.6791e-01, PNorm = 70.1367, GNorm = 5.1719, lr_0 = 9.7474e-04
Validation prc-auc = 0.033154
Epoch 524
Validation prc-auc = 0.033162
Epoch 525
Validation prc-auc = 0.033987
Epoch 526
Validation prc-auc = 0.033681
Epoch 527
Validation prc-auc = 0.031706
Epoch 528
Loss = 1.0749e-01, PNorm = 70.2135, GNorm = 0.9988, lr_0 = 9.7452e-04
Validation prc-auc = 0.030044
Epoch 529
Validation prc-auc = 0.030082
Epoch 530
Validation prc-auc = 0.029756
Epoch 531
Validation prc-auc = 0.029399
Epoch 532
Validation prc-auc = 0.029366
Epoch 533
Loss = 3.0210e-02, PNorm = 70.2819, GNorm = 0.5047, lr_0 = 9.7426e-04
Validation prc-auc = 0.029236
Epoch 534
Validation prc-auc = 0.028807
Epoch 535
Validation prc-auc = 0.027745
Epoch 536
Validation prc-auc = 0.027374
Epoch 537
Loss = 5.1427e-03, PNorm = 70.3173, GNorm = 0.1217, lr_0 = 9.7403e-04
Loss = 1.7880e-03, PNorm = 70.3202, GNorm = 0.0814, lr_0 = 9.7401e-04
Validation prc-auc = 0.027751
Epoch 538
Validation prc-auc = 0.026993
Epoch 539
Validation prc-auc = 0.026483
Epoch 540
Validation prc-auc = 0.026557
Epoch 541
Validation prc-auc = 0.027197
Epoch 542
Loss = 4.9972e-03, PNorm = 70.3866, GNorm = 0.2088, lr_0 = 9.7379e-04
Validation prc-auc = 0.027994
Epoch 543
Validation prc-auc = 0.027391
Epoch 544
Validation prc-auc = 0.027231
Epoch 545
Validation prc-auc = 0.026610
Epoch 546
Validation prc-auc = 0.026739
Epoch 547
Loss = 5.0306e-02, PNorm = 70.4750, GNorm = 0.8560, lr_0 = 9.7353e-04
Validation prc-auc = 0.027061
Epoch 548
Validation prc-auc = 0.027344
Epoch 549
Validation prc-auc = 0.026826
Epoch 550
Validation prc-auc = 0.026730
Epoch 551
Loss = 2.8067e-02, PNorm = 70.5659, GNorm = 0.7461, lr_0 = 9.7331e-04
Loss = 4.4299e-03, PNorm = 70.5715, GNorm = 0.1357, lr_0 = 9.7329e-04
Validation prc-auc = 0.026239
Epoch 552
Validation prc-auc = 0.025999
Epoch 553
Validation prc-auc = 0.026435
Epoch 554
Validation prc-auc = 0.026438
Epoch 555
Validation prc-auc = 0.026565
Epoch 556
Loss = 1.6673e-02, PNorm = 70.6519, GNorm = 0.5274, lr_0 = 9.7305e-04
Loss = 1.0678e-02, PNorm = 70.6589, GNorm = 0.3000, lr_0 = 9.7303e-04
Validation prc-auc = 0.026034
Epoch 557
Validation prc-auc = 0.025612
Epoch 558
Validation prc-auc = 0.025483
Epoch 559
Validation prc-auc = 0.025306
Epoch 560
Validation prc-auc = 0.024363
Epoch 561
Loss = 1.3188e-01, PNorm = 70.7356, GNorm = 0.8669, lr_0 = 9.7281e-04
Validation prc-auc = 0.023548
Epoch 562
Validation prc-auc = 0.023316
Epoch 563
Validation prc-auc = 0.025118
Epoch 564
Validation prc-auc = 0.024853
Epoch 565
Validation prc-auc = 0.024251
Epoch 566
Loss = 2.9875e-02, PNorm = 70.8266, GNorm = 0.8558, lr_0 = 9.7255e-04
Validation prc-auc = 0.024632
Epoch 567
Validation prc-auc = 0.025941
Epoch 568
Validation prc-auc = 0.027134
Epoch 569
Validation prc-auc = 0.026758
Epoch 570
Loss = 1.3377e-01, PNorm = 70.9240, GNorm = 1.7615, lr_0 = 9.7232e-04
Loss = 5.7838e-03, PNorm = 70.9319, GNorm = 0.1888, lr_0 = 9.7231e-04
Validation prc-auc = 0.026946
Epoch 571
Validation prc-auc = 0.027821
Epoch 572
Validation prc-auc = 0.028235
Epoch 573
Validation prc-auc = 0.028657
Epoch 574
Validation prc-auc = 0.028439
Epoch 575
Loss = 8.7150e-03, PNorm = 71.0231, GNorm = 0.2423, lr_0 = 9.7208e-04
Validation prc-auc = 0.028639
Epoch 576
Validation prc-auc = 0.028369
Epoch 577
Validation prc-auc = 0.027845
Epoch 578
Validation prc-auc = 0.027453
Epoch 579
Validation prc-auc = 0.025550
Epoch 580
Loss = 1.8659e-02, PNorm = 71.0985, GNorm = 0.4602, lr_0 = 9.7182e-04
Validation prc-auc = 0.024827
Epoch 581
Validation prc-auc = 0.024966
Epoch 582
Validation prc-auc = 0.025933
Epoch 583
Validation prc-auc = 0.026754
Epoch 584
Loss = 3.6078e-02, PNorm = 71.1395, GNorm = 0.6742, lr_0 = 9.7160e-04
Loss = 8.7662e-02, PNorm = 71.1440, GNorm = 2.5808, lr_0 = 9.7158e-04
Validation prc-auc = 0.027081
Epoch 585
Validation prc-auc = 0.027391
Epoch 586
Validation prc-auc = 0.029138
Epoch 587
Validation prc-auc = 0.030642
Epoch 588
Validation prc-auc = 0.030961
Epoch 589
Loss = 3.6587e-02, PNorm = 71.2167, GNorm = 0.9790, lr_0 = 9.7134e-04
Loss = 1.0641e-02, PNorm = 71.2214, GNorm = 0.3895, lr_0 = 9.7132e-04
Validation prc-auc = 0.031045
Epoch 590
Validation prc-auc = 0.030675
Epoch 591
Validation prc-auc = 0.030893
Epoch 592
Validation prc-auc = 0.031148
Epoch 593
Validation prc-auc = 0.031604
Epoch 594
Loss = 6.0413e-02, PNorm = 71.2811, GNorm = 1.5160, lr_0 = 9.7110e-04
Validation prc-auc = 0.032444
Epoch 595
Validation prc-auc = 0.032650
Epoch 596
Validation prc-auc = 0.032176
Epoch 597
Validation prc-auc = 0.031995
Epoch 598
Validation prc-auc = 0.030016
Epoch 599
Loss = 2.0782e-02, PNorm = 71.3526, GNorm = 0.5425, lr_0 = 9.7084e-04
Validation prc-auc = 0.029058
Epoch 600
Validation prc-auc = 0.027651
Epoch 601
Validation prc-auc = 0.026677
Epoch 602
Validation prc-auc = 0.026797
Epoch 603
Loss = 2.4849e-02, PNorm = 71.4249, GNorm = 0.5441, lr_0 = 9.7062e-04
Loss = 3.9376e-04, PNorm = 71.4301, GNorm = 0.0252, lr_0 = 9.7060e-04
Validation prc-auc = 0.027097
Epoch 604
Validation prc-auc = 0.026688
Epoch 605
Validation prc-auc = 0.026747
Epoch 606
Validation prc-auc = 0.026735
Epoch 607
Validation prc-auc = 0.026728
Epoch 608
Loss = 2.1876e-02, PNorm = 71.4810, GNorm = 1.5910, lr_0 = 9.7036e-04
Validation prc-auc = 0.026029
Epoch 609
Validation prc-auc = 0.025468
Epoch 610
Validation prc-auc = 0.028152
Epoch 611
Validation prc-auc = 0.030957
Epoch 612
Validation prc-auc = 0.031930
Epoch 613
Loss = 1.1781e-02, PNorm = 71.5707, GNorm = 0.4815, lr_0 = 9.7012e-04
Validation prc-auc = 0.032678
Epoch 614
Validation prc-auc = 0.029591
Epoch 615
Validation prc-auc = 0.028137
Epoch 616
Validation prc-auc = 0.027529
Epoch 617
Loss = 2.4896e-02, PNorm = 71.6343, GNorm = 0.8151, lr_0 = 9.6990e-04
Loss = 4.4338e-02, PNorm = 71.6389, GNorm = 1.6036, lr_0 = 9.6988e-04
Validation prc-auc = 0.027600
Epoch 618
Validation prc-auc = 0.029057
Epoch 619
Validation prc-auc = 0.029109
Epoch 620
Validation prc-auc = 0.027918
Epoch 621
Validation prc-auc = 0.027523
Epoch 622
Loss = 1.3242e-01, PNorm = 71.6923, GNorm = 1.2545, lr_0 = 9.6964e-04
Loss = 5.5864e-03, PNorm = 71.6945, GNorm = 0.1980, lr_0 = 9.6962e-04
Validation prc-auc = 0.026946
Epoch 623
Validation prc-auc = 0.027593
Epoch 624
Validation prc-auc = 0.027338
Epoch 625
Validation prc-auc = 0.026911
Epoch 626
Validation prc-auc = 0.026961
Epoch 627
Loss = 9.2150e-03, PNorm = 71.7239, GNorm = 0.1790, lr_0 = 9.6940e-04
Validation prc-auc = 0.026756
Epoch 628
Validation prc-auc = 0.026982
Epoch 629
Validation prc-auc = 0.027334
Epoch 630
Validation prc-auc = 0.027625
Epoch 631
Validation prc-auc = 0.027746
Epoch 632
Loss = 8.1089e-03, PNorm = 71.7684, GNorm = 0.2538, lr_0 = 9.6914e-04
Validation prc-auc = 0.028050
Epoch 633
Validation prc-auc = 0.027743
Epoch 634
Validation prc-auc = 0.027863
Epoch 635
Validation prc-auc = 0.027712
Epoch 636
Loss = 4.9684e-03, PNorm = 71.7942, GNorm = 0.0467, lr_0 = 9.6892e-04
Loss = 1.8583e-04, PNorm = 71.7958, GNorm = 0.0064, lr_0 = 9.6890e-04
Validation prc-auc = 0.027751
Epoch 637
Validation prc-auc = 0.027772
Epoch 638
Validation prc-auc = 0.027661
Epoch 639
Validation prc-auc = 0.028039
Epoch 640
Validation prc-auc = 0.028198
Epoch 641
Loss = 8.7513e-03, PNorm = 71.8160, GNorm = 0.2420, lr_0 = 9.6866e-04
Validation prc-auc = 0.028484
Epoch 642
Validation prc-auc = 0.028661
Epoch 643
Validation prc-auc = 0.028538
Epoch 644
Validation prc-auc = 0.028693
Epoch 645
Validation prc-auc = 0.028498
Epoch 646
Loss = 9.8768e-02, PNorm = 71.8344, GNorm = 1.2247, lr_0 = 9.6842e-04
Validation prc-auc = 0.028402
Epoch 647
Validation prc-auc = 0.027564
Epoch 648
Validation prc-auc = 0.026860
Epoch 649
Validation prc-auc = 0.026558
Epoch 650
Loss = 4.1523e-03, PNorm = 71.8823, GNorm = 0.0326, lr_0 = 9.6820e-04
Loss = 1.8302e-04, PNorm = 71.8867, GNorm = 0.0073, lr_0 = 9.6818e-04
Validation prc-auc = 0.026166
Epoch 651
Validation prc-auc = 0.025665
Epoch 652
Validation prc-auc = 0.025023
Epoch 653
Validation prc-auc = 0.024480
Epoch 654
Validation prc-auc = 0.023966
Epoch 655
Loss = 6.1170e-03, PNorm = 71.9378, GNorm = 0.4461, lr_0 = 9.6794e-04
Loss = 1.5303e-02, PNorm = 71.9414, GNorm = 0.8768, lr_0 = 9.6792e-04
Validation prc-auc = 0.023741
Epoch 656
Validation prc-auc = 0.023540
Epoch 657
Validation prc-auc = 0.023720
Epoch 658
Validation prc-auc = 0.023940
Epoch 659
Validation prc-auc = 0.024371
Epoch 660
Loss = 1.3584e-02, PNorm = 71.9802, GNorm = 0.4278, lr_0 = 9.6770e-04
Validation prc-auc = 0.024647
Epoch 661
Validation prc-auc = 0.025126
Epoch 662
Validation prc-auc = 0.025528
Epoch 663
Validation prc-auc = 0.025505
Epoch 664
Validation prc-auc = 0.025455
Epoch 665
Loss = 2.5965e-03, PNorm = 72.0040, GNorm = 0.0872, lr_0 = 9.6744e-04
Validation prc-auc = 0.025492
Epoch 666
Validation prc-auc = 0.025418
Epoch 667
Validation prc-auc = 0.025433
Epoch 668
Validation prc-auc = 0.025377
Epoch 669
Loss = 5.1788e-03, PNorm = 72.0183, GNorm = 0.1978, lr_0 = 9.6722e-04
Loss = 1.6825e-03, PNorm = 72.0193, GNorm = 0.1137, lr_0 = 9.6720e-04
Validation prc-auc = 0.025481
Epoch 670
Validation prc-auc = 0.025513
Epoch 671
Validation prc-auc = 0.025459
Epoch 672
Validation prc-auc = 0.025725
Epoch 673
Validation prc-auc = 0.025809
Epoch 674
Loss = 1.0295e-02, PNorm = 72.0352, GNorm = 0.7964, lr_0 = 9.6696e-04
Validation prc-auc = 0.025668
Epoch 675
Validation prc-auc = 0.025517
Epoch 676
Validation prc-auc = 0.025338
Epoch 677
Validation prc-auc = 0.025248
Epoch 678
Validation prc-auc = 0.025205
Epoch 679
Loss = 1.2187e-02, PNorm = 72.0466, GNorm = 0.3730, lr_0 = 9.6672e-04
Validation prc-auc = 0.025324
Epoch 680
Validation prc-auc = 0.025452
Epoch 681
Validation prc-auc = 0.025432
Epoch 682
Validation prc-auc = 0.025484
Epoch 683
Loss = 8.1066e-03, PNorm = 72.0694, GNorm = 0.1327, lr_0 = 9.6648e-04
Validation prc-auc = 0.025530
Epoch 684
Validation prc-auc = 0.025512
Epoch 685
Validation prc-auc = 0.025455
Epoch 686
Validation prc-auc = 0.025496
Epoch 687
Validation prc-auc = 0.025518
Epoch 688
Loss = 2.6980e-03, PNorm = 72.0901, GNorm = 0.1421, lr_0 = 9.6624e-04
Loss = 8.3856e-04, PNorm = 72.0912, GNorm = 0.0288, lr_0 = 9.6622e-04
Validation prc-auc = 0.025483
Epoch 689
Validation prc-auc = 0.025507
Epoch 690
Validation prc-auc = 0.025764
Epoch 691
Validation prc-auc = 0.025925
Epoch 692
Validation prc-auc = 0.025700
Epoch 693
Loss = 2.3093e-03, PNorm = 72.1064, GNorm = 0.0492, lr_0 = 9.6600e-04
Validation prc-auc = 0.025503
Epoch 694
Validation prc-auc = 0.025185
Epoch 695
Validation prc-auc = 0.024865
Epoch 696
Validation prc-auc = 0.024774
Epoch 697
Validation prc-auc = 0.024612
Epoch 698
Loss = 1.5263e-02, PNorm = 72.1248, GNorm = 0.5055, lr_0 = 9.6574e-04
Validation prc-auc = 0.024426
Epoch 699
Validation prc-auc = 0.024350
Epoch 700
Validation prc-auc = 0.024397
Epoch 701
Validation prc-auc = 0.024367
Epoch 702
Loss = 9.1530e-03, PNorm = 72.1485, GNorm = 0.1380, lr_0 = 9.6552e-04
Loss = 5.4450e-04, PNorm = 72.1500, GNorm = 0.0239, lr_0 = 9.6550e-04
Validation prc-auc = 0.024196
Epoch 703
Validation prc-auc = 0.024555
Epoch 704
Validation prc-auc = 0.024701
Epoch 705
Validation prc-auc = 0.024955
Epoch 706
Validation prc-auc = 0.025225
Epoch 707
Loss = 6.6444e-02, PNorm = 72.1694, GNorm = 1.3226, lr_0 = 9.6526e-04
Loss = 2.1758e-03, PNorm = 72.1704, GNorm = 0.0837, lr_0 = 9.6525e-04
Validation prc-auc = 0.024743
Epoch 708
Validation prc-auc = 0.024435
Epoch 709
Validation prc-auc = 0.024364
Epoch 710
Validation prc-auc = 0.024292
Epoch 711
Validation prc-auc = 0.024233
Epoch 712
Loss = 3.5618e-02, PNorm = 72.1849, GNorm = 1.4377, lr_0 = 9.6502e-04
Validation prc-auc = 0.024369
Epoch 713
Validation prc-auc = 0.024412
Epoch 714
Validation prc-auc = 0.024290
Epoch 715
Validation prc-auc = 0.023804
Epoch 716
Loss = 1.0510e-01, PNorm = 72.2016, GNorm = 10.3845, lr_0 = 9.6479e-04
Validation prc-auc = 0.022765
Epoch 717
Validation prc-auc = 0.021937
Epoch 718
Validation prc-auc = 0.025499
Epoch 719
Validation prc-auc = 0.028307
Epoch 720
Validation prc-auc = 0.030567
Epoch 721
Loss = 8.0748e-02, PNorm = 72.3065, GNorm = 0.9653, lr_0 = 9.6455e-04
Loss = 8.9213e-01, PNorm = 72.3182, GNorm = 9.8608, lr_0 = 9.6453e-04
Validation prc-auc = 0.030815
Epoch 722
Validation prc-auc = 0.028937
Epoch 723
Validation prc-auc = 0.031925
Epoch 724
Validation prc-auc = 0.039258
Epoch 725
Validation prc-auc = 0.039515
Epoch 726
Loss = 2.1961e-01, PNorm = 72.5837, GNorm = 1.9005, lr_0 = 9.6431e-04
Validation prc-auc = 0.037420
Epoch 727
Validation prc-auc = 0.029798
Epoch 728
Validation prc-auc = 0.029764
Epoch 729
Validation prc-auc = 0.033633
Epoch 730
Validation prc-auc = 0.032974
Epoch 731
Loss = 1.0317e-01, PNorm = 72.8642, GNorm = 1.8106, lr_0 = 9.6405e-04
Validation prc-auc = 0.031655
Epoch 732
Validation prc-auc = 0.030625
Epoch 733
Validation prc-auc = 0.029886
Epoch 734
Validation prc-auc = 0.028436
Epoch 735
Loss = 1.3415e-02, PNorm = 73.0211, GNorm = 0.1007, lr_0 = 9.6383e-04
Loss = 2.8909e-03, PNorm = 73.0291, GNorm = 0.1323, lr_0 = 9.6381e-04
Validation prc-auc = 0.026395
Epoch 736
Validation prc-auc = 0.026417
Epoch 737
Validation prc-auc = 0.028143
Epoch 738
Validation prc-auc = 0.029417
Epoch 739
Validation prc-auc = 0.030722
Epoch 740
Loss = 1.5700e-02, PNorm = 73.1224, GNorm = 0.3678, lr_0 = 9.6357e-04
Loss = 5.6226e-03, PNorm = 73.1272, GNorm = 0.1924, lr_0 = 9.6355e-04
Validation prc-auc = 0.031070
Epoch 741
Validation prc-auc = 0.030050
Epoch 742
Validation prc-auc = 0.030057
Epoch 743
Validation prc-auc = 0.029651
Epoch 744
Validation prc-auc = 0.029593
Epoch 745
Loss = 2.0186e-02, PNorm = 73.1805, GNorm = 0.5781, lr_0 = 9.6333e-04
Validation prc-auc = 0.029522
Epoch 746
Validation prc-auc = 0.028893
Epoch 747
Validation prc-auc = 0.028261
Epoch 748
Validation prc-auc = 0.027602
Epoch 749
Loss = 1.2780e-02, PNorm = 73.2315, GNorm = 1.1646, lr_0 = 9.6309e-04
Validation prc-auc = 0.027178
Epoch 750
Validation prc-auc = 0.026888
Epoch 751
Validation prc-auc = 0.026997
Epoch 752
Validation prc-auc = 0.028028
Epoch 753
Validation prc-auc = 0.028502
Epoch 754
Loss = 7.7660e-03, PNorm = 73.2748, GNorm = 0.4747, lr_0 = 9.6285e-04
Loss = 1.2769e-03, PNorm = 73.2772, GNorm = 0.0432, lr_0 = 9.6284e-04
Validation prc-auc = 0.028588
Epoch 755
Validation prc-auc = 0.028761
Epoch 756
Validation prc-auc = 0.029010
Epoch 757
Validation prc-auc = 0.028947
Epoch 758
Validation prc-auc = 0.028660
Epoch 759
Loss = 8.2860e-03, PNorm = 73.2985, GNorm = 0.3450, lr_0 = 9.6262e-04
Validation prc-auc = 0.028115
Epoch 760
Validation prc-auc = 0.027783
Epoch 761
Validation prc-auc = 0.027734
Epoch 762
Validation prc-auc = 0.027293
Epoch 763
Validation prc-auc = 0.026601
Epoch 764
Loss = 1.5255e-02, PNorm = 73.3183, GNorm = 0.9121, lr_0 = 9.6236e-04
Validation prc-auc = 0.026620
Epoch 765
Validation prc-auc = 0.026607
Epoch 766
Validation prc-auc = 0.026569
Epoch 767
Validation prc-auc = 0.026721
Epoch 768
Loss = 2.9778e-03, PNorm = 73.3409, GNorm = 0.0435, lr_0 = 9.6214e-04
Loss = 4.8766e-04, PNorm = 73.3423, GNorm = 0.0152, lr_0 = 9.6212e-04
Validation prc-auc = 0.027145
Epoch 769
Validation prc-auc = 0.027878
Epoch 770
Validation prc-auc = 0.027854
Epoch 771
Validation prc-auc = 0.027923
Epoch 772
Validation prc-auc = 0.028149
Epoch 773
Loss = 1.5706e-02, PNorm = 73.3557, GNorm = 0.4596, lr_0 = 9.6188e-04
Loss = 8.3169e-01, PNorm = 73.3588, GNorm = 8.9625, lr_0 = 9.6186e-04
Validation prc-auc = 0.028415
Epoch 774
Validation prc-auc = 0.028242
Epoch 775
Validation prc-auc = 0.030216
Epoch 776
Validation prc-auc = 0.033382
Epoch 777
Validation prc-auc = 0.033327
Epoch 778
Loss = 5.4072e-02, PNorm = 73.5774, GNorm = 1.3275, lr_0 = 9.6164e-04
Validation prc-auc = 0.031288
Epoch 779
Validation prc-auc = 0.027973
Epoch 780
Validation prc-auc = 0.026027
Epoch 781
Validation prc-auc = 0.024453
Epoch 782
Validation prc-auc = 0.023648
Epoch 783
Loss = 4.4699e-02, PNorm = 73.8771, GNorm = 1.1951, lr_0 = 9.6139e-04
Validation prc-auc = 0.026126
Epoch 784
Validation prc-auc = 0.027618
Epoch 785
Validation prc-auc = 0.029029
Epoch 786
Validation prc-auc = 0.029206
Epoch 787
Loss = 1.2490e-01, PNorm = 74.0715, GNorm = 1.0519, lr_0 = 9.6117e-04
Loss = 1.1090e-02, PNorm = 74.0855, GNorm = 0.2634, lr_0 = 9.6115e-04
Validation prc-auc = 0.029342
Epoch 788
Validation prc-auc = 0.028932
Epoch 789
Validation prc-auc = 0.029217
Epoch 790
Validation prc-auc = 0.028323
Epoch 791
Validation prc-auc = 0.028018
Epoch 792
Loss = 3.0487e-02, PNorm = 74.2426, GNorm = 0.5444, lr_0 = 9.6093e-04
Validation prc-auc = 0.027835
Epoch 793
Validation prc-auc = 0.026224
Epoch 794
Validation prc-auc = 0.026492
Epoch 795
Validation prc-auc = 0.026190
Epoch 796
Validation prc-auc = 0.025304
Epoch 797
Loss = 1.0510e-01, PNorm = 74.3796, GNorm = 1.8079, lr_0 = 9.6067e-04
Validation prc-auc = 0.026665
Epoch 798
Validation prc-auc = 0.027559
Epoch 799
Validation prc-auc = 0.026540
Epoch 800
Validation prc-auc = 0.024053
Epoch 801
Loss = 1.0833e-01, PNorm = 74.5251, GNorm = 2.4504, lr_0 = 9.6045e-04
Loss = 3.1149e-01, PNorm = 74.5374, GNorm = 5.6444, lr_0 = 9.6043e-04
Validation prc-auc = 0.023775
Epoch 802
Validation prc-auc = 0.025471
Epoch 803
Validation prc-auc = 0.025852
Epoch 804
Validation prc-auc = 0.025672
Epoch 805
Validation prc-auc = 0.024285
Epoch 806
Loss = 3.6623e-02, PNorm = 74.7584, GNorm = 0.4638, lr_0 = 9.6019e-04
Loss = 2.4880e-01, PNorm = 74.7750, GNorm = 7.5002, lr_0 = 9.6018e-04
Validation prc-auc = 0.024261
Epoch 807
Validation prc-auc = 0.026428
Epoch 808
Validation prc-auc = 0.028608
Epoch 809
Validation prc-auc = 0.026990
Epoch 810
Validation prc-auc = 0.026220
Epoch 811
Loss = 2.7377e-01, PNorm = 74.9905, GNorm = 5.4677, lr_0 = 9.5996e-04
Validation prc-auc = 0.028191
Epoch 812
Validation prc-auc = 0.028977
Epoch 813
Validation prc-auc = 0.030565
Epoch 814
Validation prc-auc = 0.031029
Epoch 815
Validation prc-auc = 0.031020
Epoch 816
Loss = 2.0102e-01, PNorm = 75.2361, GNorm = 2.2710, lr_0 = 9.5970e-04
Validation prc-auc = 0.029326
Epoch 817
Validation prc-auc = 0.029473
Epoch 818
Validation prc-auc = 0.031086
Epoch 819
Validation prc-auc = 0.032633
Epoch 820
Loss = 2.9680e-02, PNorm = 75.3659, GNorm = 1.4218, lr_0 = 9.5948e-04
Loss = 1.3691e-04, PNorm = 75.3738, GNorm = 0.0073, lr_0 = 9.5946e-04
Validation prc-auc = 0.035822
Epoch 821
Validation prc-auc = 0.034768
Epoch 822
Validation prc-auc = 0.032290
Epoch 823
Validation prc-auc = 0.032339
Epoch 824
Validation prc-auc = 0.030562
Epoch 825
Loss = 7.0934e-02, PNorm = 75.4803, GNorm = 1.0671, lr_0 = 9.5924e-04
Validation prc-auc = 0.029976
Epoch 826
Validation prc-auc = 0.028338
Epoch 827
Validation prc-auc = 0.028183
Epoch 828
Validation prc-auc = 0.027672
Epoch 829
Validation prc-auc = 0.028958
Epoch 830
Loss = 2.7248e-02, PNorm = 75.5991, GNorm = 1.0566, lr_0 = 9.5899e-04
Validation prc-auc = 0.031608
Epoch 831
Validation prc-auc = 0.034451
Epoch 832
Validation prc-auc = 0.035064
Epoch 833
Validation prc-auc = 0.034530
Epoch 834
Loss = 1.0354e-02, PNorm = 75.7792, GNorm = 0.1375, lr_0 = 9.5877e-04
Loss = 1.0779e-02, PNorm = 75.7900, GNorm = 0.3792, lr_0 = 9.5875e-04
Validation prc-auc = 0.032948
Epoch 835
Validation prc-auc = 0.029658
Epoch 836
Validation prc-auc = 0.028021
Epoch 837
Validation prc-auc = 0.027070
Epoch 838
Validation prc-auc = 0.027081
Epoch 839
Loss = 4.0190e-02, PNorm = 75.9035, GNorm = 1.7941, lr_0 = 9.5851e-04
Loss = 6.2364e-02, PNorm = 75.9134, GNorm = 2.2056, lr_0 = 9.5849e-04
Validation prc-auc = 0.029044
Epoch 840
Validation prc-auc = 0.031338
Epoch 841
Validation prc-auc = 0.033451
Epoch 842
Validation prc-auc = 0.034250
Epoch 843
Validation prc-auc = 0.031818
Epoch 844
Loss = 3.3560e-02, PNorm = 76.0120, GNorm = 0.8978, lr_0 = 9.5827e-04
Validation prc-auc = 0.029660
Epoch 845
Validation prc-auc = 0.027170
Epoch 846
Validation prc-auc = 0.024602
Epoch 847
Validation prc-auc = 0.023720
Epoch 848
Validation prc-auc = 0.023826
Epoch 849
Loss = 5.7070e-02, PNorm = 76.1070, GNorm = 1.4601, lr_0 = 9.5802e-04
Validation prc-auc = 0.024675
Epoch 850
Validation prc-auc = 0.024870
Epoch 851
Validation prc-auc = 0.025070
Epoch 852
Validation prc-auc = 0.025106
Epoch 853
Loss = 2.6625e-02, PNorm = 76.1792, GNorm = 0.3127, lr_0 = 9.5780e-04
Loss = 4.2756e-03, PNorm = 76.1825, GNorm = 0.1699, lr_0 = 9.5778e-04
Validation prc-auc = 0.024976
Epoch 854
Validation prc-auc = 0.024579
Epoch 855
Validation prc-auc = 0.023587
Epoch 856
Validation prc-auc = 0.023832
Epoch 857
Validation prc-auc = 0.025588
Epoch 858
Loss = 7.4029e-02, PNorm = 76.2887, GNorm = 1.2687, lr_0 = 9.5754e-04
Validation prc-auc = 0.026530
Epoch 859
Validation prc-auc = 0.027757
Epoch 860
Validation prc-auc = 0.028601
Epoch 861
Validation prc-auc = 0.028209
Epoch 862
Validation prc-auc = 0.027537
Epoch 863
Loss = 2.7784e-03, PNorm = 76.3794, GNorm = 0.0518, lr_0 = 9.5730e-04
Validation prc-auc = 0.026936
Epoch 864
Validation prc-auc = 0.026500
Epoch 865
Validation prc-auc = 0.025915
Epoch 866
Validation prc-auc = 0.025170
Epoch 867
Loss = 1.4030e-02, PNorm = 76.4170, GNorm = 0.4271, lr_0 = 9.5708e-04
Loss = 4.6077e-03, PNorm = 76.4192, GNorm = 0.1839, lr_0 = 9.5707e-04
Validation prc-auc = 0.024626
Epoch 868
Validation prc-auc = 0.024557
Epoch 869
Validation prc-auc = 0.024233
Epoch 870
Validation prc-auc = 0.023687
Epoch 871
Validation prc-auc = 0.023474
Epoch 872
Loss = 2.3225e-02, PNorm = 76.4875, GNorm = 0.6069, lr_0 = 9.5683e-04
Loss = 1.3313e-02, PNorm = 76.4951, GNorm = 0.6167, lr_0 = 9.5681e-04
Validation prc-auc = 0.024048
Epoch 873
Validation prc-auc = 0.024501
Epoch 874
Validation prc-auc = 0.024994
Epoch 875
Validation prc-auc = 0.025468
Epoch 876
Validation prc-auc = 0.025560
Epoch 877
Loss = 1.8243e-02, PNorm = 76.5691, GNorm = 0.4403, lr_0 = 9.5659e-04
Validation prc-auc = 0.025930
Epoch 878
Validation prc-auc = 0.025699
Epoch 879
Validation prc-auc = 0.025150
Epoch 880
Validation prc-auc = 0.024324
Epoch 881
Validation prc-auc = 0.023684
Epoch 882
Loss = 4.5123e-03, PNorm = 76.6057, GNorm = 0.1421, lr_0 = 9.5634e-04
Validation prc-auc = 0.023723
Epoch 883
Validation prc-auc = 0.024559
Epoch 884
Validation prc-auc = 0.025016
Epoch 885
Validation prc-auc = 0.024907
Epoch 886
Loss = 2.0757e-03, PNorm = 76.6363, GNorm = 0.0577, lr_0 = 9.5612e-04
Loss = 1.1730e-04, PNorm = 76.6383, GNorm = 0.0049, lr_0 = 9.5610e-04
Validation prc-auc = 0.024899
Epoch 887
Validation prc-auc = 0.024808
Epoch 888
Validation prc-auc = 0.024977
Epoch 889
Validation prc-auc = 0.025608
Epoch 890
Validation prc-auc = 0.025957
Epoch 891
Loss = 3.0785e-03, PNorm = 76.6702, GNorm = 0.0424, lr_0 = 9.5586e-04
Validation prc-auc = 0.025728
Epoch 892
Validation prc-auc = 0.022481
Epoch 893
Validation prc-auc = 0.021347
Epoch 894
Validation prc-auc = 0.022591
Epoch 895
Validation prc-auc = 0.023875
Epoch 896
Loss = 6.2586e-03, PNorm = 76.7597, GNorm = 0.3549, lr_0 = 9.5563e-04
Validation prc-auc = 0.024595
Epoch 897
Validation prc-auc = 0.024919
Epoch 898
Validation prc-auc = 0.025162
Epoch 899
Validation prc-auc = 0.025670
Epoch 900
Loss = 1.8315e-02, PNorm = 76.8053, GNorm = 0.7178, lr_0 = 9.5541e-04
Loss = 9.4107e-05, PNorm = 76.8079, GNorm = 0.0034, lr_0 = 9.5539e-04
Validation prc-auc = 0.025732
Epoch 901
Validation prc-auc = 0.025177
Epoch 902
Validation prc-auc = 0.024988
Epoch 903
Validation prc-auc = 0.025387
Epoch 904
Validation prc-auc = 0.025761
Epoch 905
Loss = 5.1632e-03, PNorm = 76.8497, GNorm = 0.0640, lr_0 = 9.5515e-04
Loss = 3.5564e-06, PNorm = 76.8525, GNorm = 0.0002, lr_0 = 9.5513e-04
Validation prc-auc = 0.026191
Epoch 906
Validation prc-auc = 0.025900
Epoch 907
Validation prc-auc = 0.025627
Epoch 908
Validation prc-auc = 0.025410
Epoch 909
Validation prc-auc = 0.025876
Epoch 910
Loss = 6.6019e-02, PNorm = 76.9007, GNorm = 1.9912, lr_0 = 9.5491e-04
Validation prc-auc = 0.028450
Epoch 911
Validation prc-auc = 0.030952
Epoch 912
Validation prc-auc = 0.030843
Epoch 913
Validation prc-auc = 0.031140
Epoch 914
Validation prc-auc = 0.030470
Epoch 915
Loss = 9.8029e-02, PNorm = 77.0027, GNorm = 1.1333, lr_0 = 9.5466e-04
Validation prc-auc = 0.029558
Epoch 916
Validation prc-auc = 0.027828
Epoch 917
Validation prc-auc = 0.028265
Epoch 918
Validation prc-auc = 0.029046
Epoch 919
Loss = 1.2629e-02, PNorm = 77.1219, GNorm = 0.3565, lr_0 = 9.5444e-04
Loss = 2.7974e-03, PNorm = 77.1315, GNorm = 0.1046, lr_0 = 9.5442e-04
Validation prc-auc = 0.029717
Epoch 920
Validation prc-auc = 0.031225
Epoch 921
Validation prc-auc = 0.028645
Epoch 922
Validation prc-auc = 0.028289
Epoch 923
Validation prc-auc = 0.027992
Epoch 924
Loss = 3.1704e-02, PNorm = 77.2434, GNorm = 0.7812, lr_0 = 9.5419e-04
Validation prc-auc = 0.027649
Epoch 925
Validation prc-auc = 0.027245
Epoch 926
Validation prc-auc = 0.026966
Epoch 927
Validation prc-auc = 0.026466
Epoch 928
Validation prc-auc = 0.029096
Epoch 929
Loss = 1.3274e-01, PNorm = 77.3562, GNorm = 3.4543, lr_0 = 9.5395e-04
Validation prc-auc = 0.030347
Epoch 930
Validation prc-auc = 0.030792
Epoch 931
Validation prc-auc = 0.029101
Epoch 932
Validation prc-auc = 0.027478
Epoch 933
Loss = 9.8754e-02, PNorm = 77.5749, GNorm = 3.6239, lr_0 = 9.5371e-04
Validation prc-auc = 0.025784
Epoch 934
Validation prc-auc = 0.024055
Epoch 935
Validation prc-auc = 0.022898
Epoch 936
Validation prc-auc = 0.022511
Epoch 937
Validation prc-auc = 0.022540
Epoch 938
Loss = 6.9415e-02, PNorm = 77.7471, GNorm = 0.8931, lr_0 = 9.5348e-04
Loss = 4.9990e-01, PNorm = 77.7554, GNorm = 11.4931, lr_0 = 9.5346e-04
Validation prc-auc = 0.021362
Epoch 939
Validation prc-auc = 0.020420
Epoch 940
Validation prc-auc = 0.021346
Epoch 941
Validation prc-auc = 0.024092
Epoch 942
Validation prc-auc = 0.025875
Epoch 943
Loss = 6.0256e-03, PNorm = 77.9353, GNorm = 0.1350, lr_0 = 9.5324e-04
Validation prc-auc = 0.026352
Epoch 944
Validation prc-auc = 0.026401
Epoch 945
Validation prc-auc = 0.026026
Epoch 946
Validation prc-auc = 0.026511
Epoch 947
Validation prc-auc = 0.027177
Epoch 948
Loss = 1.0289e-02, PNorm = 78.0853, GNorm = 0.2211, lr_0 = 9.5299e-04
Validation prc-auc = 0.027404
Epoch 949
Validation prc-auc = 0.027767
Epoch 950
Validation prc-auc = 0.027819
Epoch 951
Validation prc-auc = 0.027801
Epoch 952
Loss = 5.4631e-02, PNorm = 78.1458, GNorm = 0.3893, lr_0 = 9.5277e-04
Loss = 1.5767e-03, PNorm = 78.1498, GNorm = 0.1064, lr_0 = 9.5275e-04
Validation prc-auc = 0.027056
Epoch 953
Validation prc-auc = 0.026437
Epoch 954
Validation prc-auc = 0.026434
Epoch 955
Validation prc-auc = 0.026439
Epoch 956
Validation prc-auc = 0.026555
Epoch 957
Loss = 1.0725e-01, PNorm = 78.2155, GNorm = 1.2866, lr_0 = 9.5251e-04
Loss = 3.8188e-03, PNorm = 78.2182, GNorm = 0.1435, lr_0 = 9.5250e-04
Validation prc-auc = 0.026732
Epoch 958
Validation prc-auc = 0.027187
Epoch 959
Validation prc-auc = 0.026888
Epoch 960
Validation prc-auc = 0.026674
Epoch 961
Validation prc-auc = 0.026400
Epoch 962
Loss = 3.5034e-03, PNorm = 78.2558, GNorm = 0.0777, lr_0 = 9.5228e-04
Validation prc-auc = 0.026305
Epoch 963
Validation prc-auc = 0.026023
Epoch 964
Validation prc-auc = 0.026038
Epoch 965
Validation prc-auc = 0.025827
Epoch 966
Loss = 8.0519e-03, PNorm = 78.3030, GNorm = 0.3160, lr_0 = 9.5204e-04
Validation prc-auc = 0.025492
Epoch 967
Validation prc-auc = 0.025135
Epoch 968
Validation prc-auc = 0.025835
Epoch 969
Validation prc-auc = 0.027824
Epoch 970
Validation prc-auc = 0.029955
Epoch 971
Loss = 1.6077e-02, PNorm = 78.3830, GNorm = 0.1085, lr_0 = 9.5180e-04
Loss = 1.2628e-02, PNorm = 78.3935, GNorm = 0.4516, lr_0 = 9.5179e-04
Validation prc-auc = 0.032097
Epoch 972
Validation prc-auc = 0.033105
Epoch 973
Validation prc-auc = 0.033128
Epoch 974
Validation prc-auc = 0.033177
Epoch 975
Validation prc-auc = 0.032358
Epoch 976
Loss = 6.5720e-03, PNorm = 78.5064, GNorm = 0.1224, lr_0 = 9.5157e-04
Validation prc-auc = 0.032461
Epoch 977
Validation prc-auc = 0.030449
Epoch 978
Validation prc-auc = 0.028427
Epoch 979
Validation prc-auc = 0.030554
Epoch 980
Validation prc-auc = 0.034290
Epoch 981
Loss = 4.5160e-03, PNorm = 78.6639, GNorm = 0.1265, lr_0 = 9.5132e-04
Validation prc-auc = 0.036094
Epoch 982
Validation prc-auc = 0.036198
Epoch 983
Validation prc-auc = 0.036167
Epoch 984
Validation prc-auc = 0.035679
Epoch 985
Loss = 3.0845e-02, PNorm = 78.7842, GNorm = 1.1770, lr_0 = 9.5110e-04
Loss = 4.1734e-01, PNorm = 78.7961, GNorm = 10.1747, lr_0 = 9.5108e-04
Validation prc-auc = 0.037163
Epoch 986
Validation prc-auc = 0.037163
Epoch 987
Validation prc-auc = 0.037683
Epoch 988
Validation prc-auc = 0.037270
Epoch 989
Validation prc-auc = 0.036624
Epoch 990
Loss = 9.6555e-03, PNorm = 79.0051, GNorm = 0.1783, lr_0 = 9.5084e-04
Loss = 2.5275e-02, PNorm = 79.0176, GNorm = 0.8833, lr_0 = 9.5083e-04
Validation prc-auc = 0.036618
Epoch 991
Validation prc-auc = 0.035651
Epoch 992
Validation prc-auc = 0.034138
Epoch 993
Validation prc-auc = 0.032588
Epoch 994
Validation prc-auc = 0.031494
Epoch 995
Loss = 6.9391e-03, PNorm = 79.1408, GNorm = 0.2229, lr_0 = 9.5061e-04
Validation prc-auc = 0.030848
Epoch 996
Validation prc-auc = 0.030641
Epoch 997
Validation prc-auc = 0.030291
Epoch 998
Validation prc-auc = 0.030101
Epoch 999
Loss = 3.7868e-03, PNorm = 79.2039, GNorm = 0.0046, lr_0 = 9.5037e-04
Validation prc-auc = 0.029981
Epoch 1000
Validation prc-auc = 0.030097
Epoch 1001
Validation prc-auc = 0.030204
Epoch 1002
Validation prc-auc = 0.030156
Epoch 1003
Validation prc-auc = 0.030338
Epoch 1004
Loss = 4.9303e-02, PNorm = 79.2576, GNorm = 0.0584, lr_0 = 9.5014e-04
Loss = 1.8931e-03, PNorm = 79.2652, GNorm = 0.0880, lr_0 = 9.5012e-04
Validation prc-auc = 0.031680
Epoch 1005
Validation prc-auc = 0.032300
Epoch 1006
Validation prc-auc = 0.032735
Epoch 1007
Validation prc-auc = 0.032832
Epoch 1008
Validation prc-auc = 0.032891
Epoch 1009
Loss = 4.3227e-03, PNorm = 79.3487, GNorm = 0.1262, lr_0 = 9.4990e-04
Validation prc-auc = 0.032795
Epoch 1010
Validation prc-auc = 0.032444
Epoch 1011
Validation prc-auc = 0.032243
Epoch 1012
Validation prc-auc = 0.031981
Epoch 1013
Validation prc-auc = 0.030887
Epoch 1014
Loss = 3.6676e-04, PNorm = 79.3962, GNorm = 0.0112, lr_0 = 9.4965e-04
Validation prc-auc = 0.029921
Epoch 1015
Validation prc-auc = 0.028750
Epoch 1016
Validation prc-auc = 0.029408
Epoch 1017
Validation prc-auc = 0.030433
Epoch 1018
Loss = 8.0660e-02, PNorm = 79.4930, GNorm = 0.1085, lr_0 = 9.4943e-04
Loss = 5.4569e-03, PNorm = 79.5091, GNorm = 0.1609, lr_0 = 9.4941e-04
Validation prc-auc = 0.030089
Epoch 1019
Validation prc-auc = 0.030033
Epoch 1020
Validation prc-auc = 0.029510
Epoch 1021
Validation prc-auc = 0.029158
Epoch 1022
Validation prc-auc = 0.028705
Epoch 1023
Loss = 2.0588e-02, PNorm = 79.6859, GNorm = 0.1584, lr_0 = 9.4918e-04
Loss = 1.2058e-02, PNorm = 79.6962, GNorm = 0.3833, lr_0 = 9.4916e-04
Validation prc-auc = 0.028521
Epoch 1024
Validation prc-auc = 0.028542
Epoch 1025
Validation prc-auc = 0.028388
Epoch 1026
Validation prc-auc = 0.027803
Epoch 1027
Validation prc-auc = 0.027813
Epoch 1028
Loss = 6.2191e-03, PNorm = 79.8123, GNorm = 0.1431, lr_0 = 9.4894e-04
Validation prc-auc = 0.027957
Epoch 1029
Validation prc-auc = 0.028017
Epoch 1030
Validation prc-auc = 0.027651
Epoch 1031
Validation prc-auc = 0.027370
Epoch 1032
Validation prc-auc = 0.026962
Epoch 1033
Loss = 4.1624e-02, PNorm = 79.8845, GNorm = 0.9141, lr_0 = 9.4869e-04
Validation prc-auc = 0.027104
Epoch 1034
Validation prc-auc = 0.027539
Epoch 1035
Validation prc-auc = 0.028509
Epoch 1036
Validation prc-auc = 0.029624
Epoch 1037
Loss = 7.1912e-02, PNorm = 79.9567, GNorm = 1.9777, lr_0 = 9.4847e-04
Loss = 3.2403e-02, PNorm = 79.9626, GNorm = 1.3954, lr_0 = 9.4845e-04
Validation prc-auc = 0.027980
Epoch 1038
Validation prc-auc = 0.026844
Epoch 1039
Validation prc-auc = 0.026217
Epoch 1040
Validation prc-auc = 0.025709
Epoch 1041
Validation prc-auc = 0.025472
Epoch 1042
Loss = 4.1851e-03, PNorm = 80.0661, GNorm = 0.0986, lr_0 = 9.4823e-04
Validation prc-auc = 0.025136
Epoch 1043
Validation prc-auc = 0.025123
Epoch 1044
Validation prc-auc = 0.024725
Epoch 1045
Validation prc-auc = 0.024413
Epoch 1046
Validation prc-auc = 0.024207
Epoch 1047
Loss = 5.8473e-03, PNorm = 80.1214, GNorm = 0.1848, lr_0 = 9.4798e-04
Validation prc-auc = 0.024201
Epoch 1048
Validation prc-auc = 0.024224
Epoch 1049
Validation prc-auc = 0.024185
Epoch 1050
Validation prc-auc = 0.024254
Epoch 1051
Loss = 3.4403e-03, PNorm = 80.1458, GNorm = 0.0864, lr_0 = 9.4776e-04
Loss = 7.9161e-04, PNorm = 80.1475, GNorm = 0.0298, lr_0 = 9.4775e-04
Validation prc-auc = 0.024290
Epoch 1052
Validation prc-auc = 0.024345
Epoch 1053
Validation prc-auc = 0.024450
Epoch 1054
Validation prc-auc = 0.024532
Epoch 1055
Validation prc-auc = 0.024651
Epoch 1056
Loss = 1.5677e-02, PNorm = 80.1789, GNorm = 0.3549, lr_0 = 9.4751e-04
Loss = 1.2576e-03, PNorm = 80.1805, GNorm = 0.0397, lr_0 = 9.4749e-04
Validation prc-auc = 0.024726
Epoch 1057
Validation prc-auc = 0.024801
Epoch 1058
Validation prc-auc = 0.024712
Epoch 1059
Validation prc-auc = 0.024877
Epoch 1060
Validation prc-auc = 0.024714
Epoch 1061
Loss = 1.5131e-02, PNorm = 80.1953, GNorm = 0.5190, lr_0 = 9.4728e-04
Validation prc-auc = 0.024708
Epoch 1062
Validation prc-auc = 0.024853
Epoch 1063
Validation prc-auc = 0.024936
Epoch 1064
Validation prc-auc = 0.024970
Epoch 1065
Validation prc-auc = 0.025041
Epoch 1066
Loss = 5.1395e-03, PNorm = 80.2177, GNorm = 0.1826, lr_0 = 9.4702e-04
Validation prc-auc = 0.025126
Epoch 1067
Validation prc-auc = 0.025201
Epoch 1068
Validation prc-auc = 0.025206
Epoch 1069
Validation prc-auc = 0.025308
Epoch 1070
Loss = 3.9114e-03, PNorm = 80.2376, GNorm = 0.1102, lr_0 = 9.4681e-04
Loss = 9.1834e-03, PNorm = 80.2394, GNorm = 0.3657, lr_0 = 9.4679e-04
Validation prc-auc = 0.025500
Epoch 1071
Validation prc-auc = 0.025848
Epoch 1072
Validation prc-auc = 0.026105
Epoch 1073
Validation prc-auc = 0.026251
Epoch 1074
Validation prc-auc = 0.026080
Epoch 1075
Loss = 7.0429e-03, PNorm = 80.2713, GNorm = 0.1828, lr_0 = 9.4657e-04
Validation prc-auc = 0.025954
Epoch 1076
Validation prc-auc = 0.025784
Epoch 1077
Validation prc-auc = 0.025571
Epoch 1078
Validation prc-auc = 0.025424
Epoch 1079
Validation prc-auc = 0.025434
Epoch 1080
Loss = 1.5217e-03, PNorm = 80.2938, GNorm = 0.0341, lr_0 = 9.4632e-04
Validation prc-auc = 0.025498
Epoch 1081
Validation prc-auc = 0.025555
Epoch 1082
Validation prc-auc = 0.026060
Epoch 1083
Validation prc-auc = 0.026245
Epoch 1084
Loss = 2.6972e-02, PNorm = 80.3071, GNorm = 0.1399, lr_0 = 9.4610e-04
Loss = 1.1539e-04, PNorm = 80.3078, GNorm = 0.0084, lr_0 = 9.4608e-04
Validation prc-auc = 0.026300
Epoch 1085
Validation prc-auc = 0.026225
Epoch 1086
Validation prc-auc = 0.026502
Epoch 1087
Validation prc-auc = 0.026708
Epoch 1088
Validation prc-auc = 0.026990
Epoch 1089
Loss = 1.0425e-02, PNorm = 80.3304, GNorm = 0.1750, lr_0 = 9.4585e-04
Loss = 1.1524e-06, PNorm = 80.3319, GNorm = 0.0001, lr_0 = 9.4583e-04
Validation prc-auc = 0.027154
Epoch 1090
Validation prc-auc = 0.027180
Epoch 1091
Validation prc-auc = 0.027348
Epoch 1092
Validation prc-auc = 0.027251
Epoch 1093
Validation prc-auc = 0.027231
Epoch 1094
Loss = 7.3741e-02, PNorm = 80.3488, GNorm = 2.2820, lr_0 = 9.4561e-04
Validation prc-auc = 0.027100
Epoch 1095
Validation prc-auc = 0.026919
Epoch 1096
Validation prc-auc = 0.027647
Epoch 1097
Validation prc-auc = 0.028760
Epoch 1098
Validation prc-auc = 0.027183
Epoch 1099
Loss = 1.6013e-03, PNorm = 80.4083, GNorm = 0.0847, lr_0 = 9.4536e-04
Validation prc-auc = 0.026299
Epoch 1100
Validation prc-auc = 0.027417
Epoch 1101
Validation prc-auc = 0.030138
Epoch 1102
Validation prc-auc = 0.030009
Epoch 1103
Loss = 4.6573e-02, PNorm = 80.5384, GNorm = 1.2803, lr_0 = 9.4515e-04
Loss = 6.0996e-03, PNorm = 80.5502, GNorm = 0.3317, lr_0 = 9.4513e-04
Validation prc-auc = 0.029652
Epoch 1104
Validation prc-auc = 0.028851
Epoch 1105
Validation prc-auc = 0.028554
Epoch 1106
Validation prc-auc = 0.028781
Epoch 1107
Validation prc-auc = 0.028952
Epoch 1108
Loss = 3.8183e-02, PNorm = 80.7040, GNorm = 2.0503, lr_0 = 9.4489e-04
Validation prc-auc = 0.028628
Epoch 1109
Validation prc-auc = 0.028591
Epoch 1110
Validation prc-auc = 0.028234
Epoch 1111
Validation prc-auc = 0.027652
Epoch 1112
Validation prc-auc = 0.026611
Epoch 1113
Loss = 2.1372e-03, PNorm = 80.8105, GNorm = 0.0730, lr_0 = 9.4466e-04
Validation prc-auc = 0.025715
Epoch 1114
Validation prc-auc = 0.025235
Epoch 1115
Validation prc-auc = 0.025231
Epoch 1116
Validation prc-auc = 0.025466
Epoch 1117
Loss = 3.1098e-02, PNorm = 80.8659, GNorm = 0.9423, lr_0 = 9.4444e-04
Loss = 9.2016e-04, PNorm = 80.8686, GNorm = 0.0412, lr_0 = 9.4443e-04
Validation prc-auc = 0.025413
Epoch 1118
Validation prc-auc = 0.025279
Epoch 1119
Validation prc-auc = 0.025220
Epoch 1120
Validation prc-auc = 0.026942
Epoch 1121
Validation prc-auc = 0.029779
Epoch 1122
Loss = 7.3437e-03, PNorm = 80.9404, GNorm = 0.0767, lr_0 = 9.4419e-04
Loss = 2.0647e-04, PNorm = 80.9522, GNorm = 0.0080, lr_0 = 9.4417e-04
Validation prc-auc = 0.032334
Epoch 1123
Validation prc-auc = 0.031699
Epoch 1124
Validation prc-auc = 0.030186
Epoch 1125
Validation prc-auc = 0.028814
Epoch 1126
Validation prc-auc = 0.026909
Epoch 1127
Loss = 4.3685e-02, PNorm = 81.0823, GNorm = 1.1669, lr_0 = 9.4396e-04
Validation prc-auc = 0.026657
Epoch 1128
Validation prc-auc = 0.027484
Epoch 1129
Validation prc-auc = 0.027020
Epoch 1130
Validation prc-auc = 0.025146
Epoch 1131
Validation prc-auc = 0.026641
Epoch 1132
Loss = 2.9613e-02, PNorm = 81.2400, GNorm = 0.5066, lr_0 = 9.4371e-04
Validation prc-auc = 0.027765
Epoch 1133
Validation prc-auc = 0.027659
Epoch 1134
Validation prc-auc = 0.028353
Epoch 1135
Validation prc-auc = 0.027495
Epoch 1136
Loss = 1.3995e-02, PNorm = 81.4310, GNorm = 0.3932, lr_0 = 9.4349e-04
Loss = 5.8020e-03, PNorm = 81.4448, GNorm = 0.2655, lr_0 = 9.4347e-04
Validation prc-auc = 0.026787
Epoch 1137
Validation prc-auc = 0.025798
Epoch 1138
Validation prc-auc = 0.024623
Epoch 1139
Validation prc-auc = 0.024168
Epoch 1140
Validation prc-auc = 0.024453
Epoch 1141
Loss = 2.2606e-02, PNorm = 81.5950, GNorm = 0.8098, lr_0 = 9.4324e-04
Validation prc-auc = 0.024677
Epoch 1142
Validation prc-auc = 0.024647
Epoch 1143
Validation prc-auc = 0.024296
Epoch 1144
Validation prc-auc = 0.023897
Epoch 1145
Validation prc-auc = 0.023785
Epoch 1146
Loss = 4.6508e-02, PNorm = 81.7208, GNorm = 1.1743, lr_0 = 9.4300e-04
Validation prc-auc = 0.023581
Epoch 1147
Validation prc-auc = 0.023681
Epoch 1148
Validation prc-auc = 0.024149
Epoch 1149
Validation prc-auc = 0.024952
Epoch 1150
Loss = 4.4451e-02, PNorm = 81.8076, GNorm = 0.0272, lr_0 = 9.4279e-04
Loss = 4.6092e-05, PNorm = 81.8131, GNorm = 0.0016, lr_0 = 9.4277e-04
Validation prc-auc = 0.025537
Epoch 1151
Validation prc-auc = 0.025867
Epoch 1152
Validation prc-auc = 0.026025
Epoch 1153
Validation prc-auc = 0.026074
Epoch 1154
Validation prc-auc = 0.026088
Epoch 1155
Loss = 1.0289e-02, PNorm = 81.8575, GNorm = 0.2453, lr_0 = 9.4253e-04
Loss = 1.8183e-03, PNorm = 81.8597, GNorm = 0.0621, lr_0 = 9.4252e-04
Validation prc-auc = 0.026066
Epoch 1156
Validation prc-auc = 0.026015
Epoch 1157
Validation prc-auc = 0.026062
Epoch 1158
Validation prc-auc = 0.026080
Epoch 1159
Validation prc-auc = 0.026005
Epoch 1160
Loss = 1.9163e-02, PNorm = 81.8862, GNorm = 0.5076, lr_0 = 9.4230e-04
Validation prc-auc = 0.026097
Epoch 1161
Validation prc-auc = 0.026106
Epoch 1162
Validation prc-auc = 0.025734
Epoch 1163
Validation prc-auc = 0.025826
Epoch 1164
Validation prc-auc = 0.025501
Epoch 1165
Loss = 4.1926e-03, PNorm = 81.9082, GNorm = 0.0825, lr_0 = 9.4205e-04
Validation prc-auc = 0.025590
Epoch 1166
Validation prc-auc = 0.025514
Epoch 1167
Validation prc-auc = 0.025407
Epoch 1168
Validation prc-auc = 0.025499
Epoch 1169
Loss = 2.9831e-02, PNorm = 81.9201, GNorm = 0.1432, lr_0 = 9.4183e-04
Loss = 5.1200e-03, PNorm = 81.9211, GNorm = 0.2740, lr_0 = 9.4182e-04
Validation prc-auc = 0.025737
Epoch 1170
Validation prc-auc = 0.025478
Epoch 1171
Validation prc-auc = 0.025360
Epoch 1172
Validation prc-auc = 0.025289
Epoch 1173
Validation prc-auc = 0.024970
Epoch 1174
Loss = 1.2314e-02, PNorm = 81.9482, GNorm = 0.5837, lr_0 = 9.4158e-04
Validation prc-auc = 0.024645
Epoch 1175
Validation prc-auc = 0.024262
Epoch 1176
Validation prc-auc = 0.023904
Epoch 1177
Validation prc-auc = 0.023669
Epoch 1178
Validation prc-auc = 0.023585
Epoch 1179
Loss = 7.1169e-03, PNorm = 81.9808, GNorm = 0.4721, lr_0 = 9.4135e-04
Validation prc-auc = 0.023686
Epoch 1180
Validation prc-auc = 0.023699
Epoch 1181
Validation prc-auc = 0.023923
Epoch 1182
Validation prc-auc = 0.024448
Epoch 1183
Loss = 5.1440e-02, PNorm = 81.9912, GNorm = 0.0006, lr_0 = 9.4112e-04
Validation prc-auc = 0.024516
Epoch 1184
Validation prc-auc = 0.024303
Epoch 1185
Validation prc-auc = 0.023415
Epoch 1186
Validation prc-auc = 0.023135
Epoch 1187
Validation prc-auc = 0.022803
Epoch 1188
Loss = 2.6851e-03, PNorm = 82.0109, GNorm = 0.0509, lr_0 = 9.4088e-04
Loss = 5.6922e-03, PNorm = 82.0128, GNorm = 0.2022, lr_0 = 9.4087e-04
Validation prc-auc = 0.022704
Epoch 1189
Validation prc-auc = 0.022583
Epoch 1190
Validation prc-auc = 0.022518
Epoch 1191
Validation prc-auc = 0.022427
Epoch 1192
Validation prc-auc = 0.022291
Epoch 1193
Loss = 6.1185e-04, PNorm = 82.0325, GNorm = 0.0228, lr_0 = 9.4065e-04
Validation prc-auc = 0.022255
Epoch 1194
Validation prc-auc = 0.022274
Epoch 1195
Validation prc-auc = 0.022351
Epoch 1196
Validation prc-auc = 0.022320
Epoch 1197
Validation prc-auc = 0.022203
Epoch 1198
Loss = 4.9696e-03, PNorm = 82.0434, GNorm = 0.1708, lr_0 = 9.4040e-04
Validation prc-auc = 0.022088
Epoch 1199
Validation prc-auc = 0.021986
Epoch 1200
Validation prc-auc = 0.021841
Epoch 1201
Validation prc-auc = 0.021716
Epoch 1202
Loss = 1.8184e-03, PNorm = 82.0579, GNorm = 0.0610, lr_0 = 9.4018e-04
Loss = 2.2258e-03, PNorm = 82.0594, GNorm = 0.0980, lr_0 = 9.4016e-04
Validation prc-auc = 0.021684
Epoch 1203
Validation prc-auc = 0.021860
Epoch 1204
Validation prc-auc = 0.022049
Epoch 1205
Validation prc-auc = 0.022313
Epoch 1206
Validation prc-auc = 0.021986
Epoch 1207
Loss = 8.2419e-03, PNorm = 82.0915, GNorm = 1.1959, lr_0 = 9.3993e-04
Loss = 1.2811e-02, PNorm = 82.1020, GNorm = 0.6324, lr_0 = 9.3991e-04
Validation prc-auc = 0.020821
Epoch 1208
Validation prc-auc = 0.021902
Epoch 1209
Validation prc-auc = 0.024815
Epoch 1210
Validation prc-auc = 0.028010
Epoch 1211
Validation prc-auc = 0.030284
Epoch 1212
Loss = 1.9189e-01, PNorm = 82.3454, GNorm = 2.2442, lr_0 = 9.3970e-04
Validation prc-auc = 0.029275
Epoch 1213
Validation prc-auc = 0.029333
Epoch 1214
Validation prc-auc = 0.030042
Epoch 1215
Validation prc-auc = 0.030009
Epoch 1216
Loss = 3.2047e-02, PNorm = 82.5285, GNorm = 0.0053, lr_0 = 9.3946e-04
Validation prc-auc = 0.030017
Epoch 1217
Validation prc-auc = 0.030053
Epoch 1218
Validation prc-auc = 0.029812
Epoch 1219
Validation prc-auc = 0.029984
Epoch 1220
Validation prc-auc = 0.029629
Epoch 1221
Loss = 6.9887e-02, PNorm = 82.6426, GNorm = 1.3682, lr_0 = 9.3923e-04
Loss = 5.6596e-04, PNorm = 82.6480, GNorm = 0.0305, lr_0 = 9.3922e-04
Validation prc-auc = 0.029478
Epoch 1222
Validation prc-auc = 0.029315
Epoch 1223
Validation prc-auc = 0.029194
Epoch 1224
Validation prc-auc = 0.029235
Epoch 1225
Validation prc-auc = 0.029209
Epoch 1226
Loss = 3.3374e-02, PNorm = 82.7059, GNorm = 0.8717, lr_0 = 9.3900e-04
Validation prc-auc = 0.029017
Epoch 1227
Validation prc-auc = 0.029163
Epoch 1228
Validation prc-auc = 0.029298
Epoch 1229
Validation prc-auc = 0.029438
Epoch 1230
Validation prc-auc = 0.029710
Epoch 1231
Loss = 9.9639e-03, PNorm = 82.7575, GNorm = 0.3652, lr_0 = 9.3875e-04
Validation prc-auc = 0.030114
Epoch 1232
Validation prc-auc = 0.030716
Epoch 1233
Validation prc-auc = 0.030791
Epoch 1234
Validation prc-auc = 0.030697
Epoch 1235
Loss = 7.8559e-03, PNorm = 82.7990, GNorm = 0.2964, lr_0 = 9.3853e-04
Loss = 2.7238e-04, PNorm = 82.8027, GNorm = 0.0081, lr_0 = 9.3852e-04
Validation prc-auc = 0.030299
Epoch 1236
Validation prc-auc = 0.029985
Epoch 1237
Validation prc-auc = 0.029827
Epoch 1238
Validation prc-auc = 0.029536
Epoch 1239
Validation prc-auc = 0.029072
Epoch 1240
Loss = 2.9748e-03, PNorm = 82.8393, GNorm = 0.2303, lr_0 = 9.3828e-04
Loss = 8.7559e-04, PNorm = 82.8409, GNorm = 0.0520, lr_0 = 9.3827e-04
Validation prc-auc = 0.028671
Epoch 1241
Validation prc-auc = 0.028390
Epoch 1242
Validation prc-auc = 0.028446
Epoch 1243
Validation prc-auc = 0.028455
Epoch 1244
Validation prc-auc = 0.028506
Epoch 1245
Loss = 1.1708e-03, PNorm = 82.8573, GNorm = 0.0349, lr_0 = 9.3805e-04
Validation prc-auc = 0.028549
Epoch 1246
Validation prc-auc = 0.028349
Epoch 1247
Validation prc-auc = 0.028359
Epoch 1248
Validation prc-auc = 0.028433
Epoch 1249
Loss = 1.1216e-03, PNorm = 82.8747, GNorm = 0.0051, lr_0 = 9.3782e-04
Validation prc-auc = 0.028561
Epoch 1250
Validation prc-auc = 0.028643
Epoch 1251
Validation prc-auc = 0.028590
Epoch 1252
Validation prc-auc = 0.028475
Epoch 1253
Validation prc-auc = 0.028342
Epoch 1254
Loss = 1.5240e-03, PNorm = 82.8899, GNorm = 0.0162, lr_0 = 9.3758e-04
Loss = 6.5763e-06, PNorm = 82.8909, GNorm = 0.0005, lr_0 = 9.3757e-04
Validation prc-auc = 0.028054
Epoch 1255
Validation prc-auc = 0.028021
Epoch 1256
Validation prc-auc = 0.027912
Epoch 1257
Validation prc-auc = 0.027695
Epoch 1258
Validation prc-auc = 0.027544
Epoch 1259
Loss = 8.6234e-03, PNorm = 82.9018, GNorm = 0.7067, lr_0 = 9.3735e-04
Validation prc-auc = 0.027303
Epoch 1260
Validation prc-auc = 0.027420
Epoch 1261
Validation prc-auc = 0.027357
Epoch 1262
Validation prc-auc = 0.027355
Epoch 1263
Validation prc-auc = 0.027293
Epoch 1264
Loss = 2.3454e-03, PNorm = 82.9081, GNorm = 0.0907, lr_0 = 9.3710e-04
Validation prc-auc = 0.027430
Epoch 1265
Validation prc-auc = 0.029759
Epoch 1266
Validation prc-auc = 0.031762
Epoch 1267
Validation prc-auc = 0.032419
Epoch 1268
Loss = 2.5242e-02, PNorm = 83.0235, GNorm = 0.8097, lr_0 = 9.3689e-04
Loss = 1.5438e-04, PNorm = 83.0328, GNorm = 0.0051, lr_0 = 9.3687e-04
Validation prc-auc = 0.032473
Epoch 1269
Validation prc-auc = 0.032393
Epoch 1270
Validation prc-auc = 0.031429
Epoch 1271
Validation prc-auc = 0.031213
Epoch 1272
Validation prc-auc = 0.031101
Epoch 1273
Loss = 3.0541e-03, PNorm = 83.1244, GNorm = 0.1507, lr_0 = 9.3664e-04
Loss = 5.1061e-06, PNorm = 83.1282, GNorm = 0.0003, lr_0 = 9.3662e-04
Validation prc-auc = 0.030796
Epoch 1274
Validation prc-auc = 0.031693
Epoch 1275
Validation prc-auc = 0.032464
Epoch 1276
Validation prc-auc = 0.033357
Epoch 1277
Validation prc-auc = 0.032588
Epoch 1278
Loss = 7.2651e-04, PNorm = 83.1715, GNorm = 0.0347, lr_0 = 9.3641e-04
Validation prc-auc = 0.031863
Epoch 1279
Validation prc-auc = 0.031093
Epoch 1280
Validation prc-auc = 0.030529
Epoch 1281
Validation prc-auc = 0.029813
Epoch 1282
Validation prc-auc = 0.030035
Epoch 1283
Loss = 1.2739e-03, PNorm = 83.2086, GNorm = 0.0528, lr_0 = 9.3616e-04
Validation prc-auc = 0.030105
Epoch 1284
Validation prc-auc = 0.030250
Epoch 1285
Validation prc-auc = 0.031140
Epoch 1286
Validation prc-auc = 0.031738
Epoch 1287
Loss = 1.1955e-01, PNorm = 83.2273, GNorm = 0.0414, lr_0 = 9.3594e-04
Loss = 1.6641e-03, PNorm = 83.2284, GNorm = 0.0624, lr_0 = 9.3592e-04
Validation prc-auc = 0.031546
Epoch 1288
Validation prc-auc = 0.031113
Epoch 1289
Validation prc-auc = 0.030758
Epoch 1290
Validation prc-auc = 0.029851
Epoch 1291
Validation prc-auc = 0.029267
Epoch 1292
Loss = 5.3707e-02, PNorm = 83.2566, GNorm = 1.1234, lr_0 = 9.3571e-04
Validation prc-auc = 0.028789
Epoch 1293
Validation prc-auc = 0.028326
Epoch 1294
Validation prc-auc = 0.028072
Epoch 1295
Validation prc-auc = 0.027615
Epoch 1296
Validation prc-auc = 0.027368
Epoch 1297
Loss = 3.3962e-03, PNorm = 83.2858, GNorm = 0.1739, lr_0 = 9.3546e-04
Validation prc-auc = 0.027233
Epoch 1298
Validation prc-auc = 0.027006
Epoch 1299
Validation prc-auc = 0.026900
Epoch 1300
Validation prc-auc = 0.026964
Epoch 1301
Loss = 1.3019e-03, PNorm = 83.2993, GNorm = 0.0555, lr_0 = 9.3524e-04
Loss = 9.7398e-03, PNorm = 83.3002, GNorm = 0.4594, lr_0 = 9.3523e-04
Validation prc-auc = 0.026989
Epoch 1302
Validation prc-auc = 0.027079
Epoch 1303
Validation prc-auc = 0.027225
Epoch 1304
Validation prc-auc = 0.026995
Epoch 1305
Validation prc-auc = 0.026858
Epoch 1306
Loss = 3.3583e-03, PNorm = 83.3149, GNorm = 0.1969, lr_0 = 9.3499e-04
Loss = 6.1870e-04, PNorm = 83.3157, GNorm = 0.0352, lr_0 = 9.3498e-04
Validation prc-auc = 0.026660
Epoch 1307
Validation prc-auc = 0.026489
Epoch 1308
Validation prc-auc = 0.026323
Epoch 1309
Validation prc-auc = 0.026244
Epoch 1310
Validation prc-auc = 0.026164
Epoch 1311
Loss = 9.5940e-04, PNorm = 83.3245, GNorm = 0.0292, lr_0 = 9.3476e-04
Validation prc-auc = 0.026063
Epoch 1312
Validation prc-auc = 0.026036
Epoch 1313
Validation prc-auc = 0.026302
Epoch 1314
Validation prc-auc = 0.026459
Epoch 1315
Validation prc-auc = 0.026377
Epoch 1316
Loss = 9.2976e-04, PNorm = 83.3367, GNorm = 0.0350, lr_0 = 9.3451e-04
Validation prc-auc = 0.026170
Epoch 1317
Validation prc-auc = 0.026216
Epoch 1318
Validation prc-auc = 0.026148
Epoch 1319
Validation prc-auc = 0.026031
Epoch 1320
Loss = 3.9625e-02, PNorm = 83.3588, GNorm = 0.6889, lr_0 = 9.3430e-04
Loss = 3.9271e-04, PNorm = 83.3608, GNorm = 0.0223, lr_0 = 9.3428e-04
Validation prc-auc = 0.025288
Epoch 1321
Validation prc-auc = 0.024642
Epoch 1322
Validation prc-auc = 0.024274
Epoch 1323
Validation prc-auc = 0.024044
Epoch 1324
Validation prc-auc = 0.024069
Epoch 1325
Loss = 1.0995e-03, PNorm = 83.3857, GNorm = 0.0363, lr_0 = 9.3407e-04
Validation prc-auc = 0.023923
Epoch 1326
Validation prc-auc = 0.023927
Epoch 1327
Validation prc-auc = 0.024580
Epoch 1328
Validation prc-auc = 0.025698
Epoch 1329
Validation prc-auc = 0.026338
Epoch 1330
Loss = 3.1841e-03, PNorm = 83.4213, GNorm = 0.1785, lr_0 = 9.3382e-04
Validation prc-auc = 0.026829
Epoch 1331
Validation prc-auc = 0.026933
Epoch 1332
Validation prc-auc = 0.027179
Epoch 1333
Validation prc-auc = 0.027312
Epoch 1334
Loss = 8.8576e-04, PNorm = 83.4470, GNorm = 0.0063, lr_0 = 9.3360e-04
Loss = 2.0265e-06, PNorm = 83.4482, GNorm = 0.0001, lr_0 = 9.3359e-04
Validation prc-auc = 0.027345
Epoch 1335
Validation prc-auc = 0.027428
Epoch 1336
Validation prc-auc = 0.027384
Epoch 1337
Validation prc-auc = 0.027484
Epoch 1338
Validation prc-auc = 0.027389
Epoch 1339
Loss = 3.5281e-02, PNorm = 83.4573, GNorm = 1.1009, lr_0 = 9.3336e-04
Loss = 9.1899e-03, PNorm = 83.4584, GNorm = 0.4749, lr_0 = 9.3334e-04
Validation prc-auc = 0.027252
Epoch 1340
Validation prc-auc = 0.027109
Epoch 1341
Validation prc-auc = 0.027142
Epoch 1342
Validation prc-auc = 0.027097
Epoch 1343
Validation prc-auc = 0.027263
Epoch 1344
Loss = 7.5268e-02, PNorm = 83.4764, GNorm = 1.4856, lr_0 = 9.3312e-04
Validation prc-auc = 0.027370
Epoch 1345
Validation prc-auc = 0.027268
Epoch 1346
Validation prc-auc = 0.027193
Epoch 1347
Validation prc-auc = 0.027390
Epoch 1348
Validation prc-auc = 0.027070
Epoch 1349
Loss = 1.3764e-03, PNorm = 83.5022, GNorm = 0.0344, lr_0 = 9.3288e-04
Validation prc-auc = 0.025576
Epoch 1350
Validation prc-auc = 0.027452
Epoch 1351
Validation prc-auc = 0.031231
Epoch 1352
Validation prc-auc = 0.032362
Epoch 1353
Loss = 4.0092e-03, PNorm = 83.7194, GNorm = 0.3845, lr_0 = 9.3266e-04
Loss = 5.0610e-04, PNorm = 83.7399, GNorm = 0.0380, lr_0 = 9.3264e-04
Validation prc-auc = 0.032146
Epoch 1354
Validation prc-auc = 0.033300
Epoch 1355
Validation prc-auc = 0.033829
Epoch 1356
Validation prc-auc = 0.032873
Epoch 1357
Validation prc-auc = 0.031765
Epoch 1358
Loss = 7.1494e-02, PNorm = 83.9609, GNorm = 0.9098, lr_0 = 9.3241e-04
Validation prc-auc = 0.032188
Epoch 1359
Validation prc-auc = 0.032052
Epoch 1360
Validation prc-auc = 0.032188
Epoch 1361
Validation prc-auc = 0.031986
Epoch 1362
Validation prc-auc = 0.031824
Epoch 1363
Loss = 1.0529e-02, PNorm = 84.0819, GNorm = 0.4890, lr_0 = 9.3218e-04
Validation prc-auc = 0.031397
Epoch 1364
Validation prc-auc = 0.031533
Epoch 1365
Validation prc-auc = 0.031640
Epoch 1366
Validation prc-auc = 0.031152
Epoch 1367
Loss = 2.1588e-02, PNorm = 84.1287, GNorm = 0.9390, lr_0 = 9.3197e-04
Loss = 3.2122e-04, PNorm = 84.1318, GNorm = 0.0261, lr_0 = 9.3195e-04
Validation prc-auc = 0.030762
Epoch 1368
Validation prc-auc = 0.030115
Epoch 1369
Validation prc-auc = 0.029929
Epoch 1370
Validation prc-auc = 0.029783
Epoch 1371
Validation prc-auc = 0.029949
Epoch 1372
Loss = 1.1989e-02, PNorm = 84.1829, GNorm = 0.0069, lr_0 = 9.3172e-04
Loss = 4.6984e-05, PNorm = 84.1859, GNorm = 0.0018, lr_0 = 9.3170e-04
Validation prc-auc = 0.030138
Epoch 1373
Validation prc-auc = 0.029913
Epoch 1374
Validation prc-auc = 0.029605
Epoch 1375
Validation prc-auc = 0.029260
Epoch 1376
Validation prc-auc = 0.028965
Epoch 1377
Loss = 1.2194e-02, PNorm = 84.2161, GNorm = 0.8585, lr_0 = 9.3149e-04
Validation prc-auc = 0.027947
Epoch 1378
Validation prc-auc = 0.027788
Epoch 1379
Validation prc-auc = 0.028430
Epoch 1380
Validation prc-auc = 0.030677
Epoch 1381
Validation prc-auc = 0.030886
Epoch 1382
Loss = 1.1304e-02, PNorm = 84.2839, GNorm = 0.5713, lr_0 = 9.3124e-04
Validation prc-auc = 0.031678
Epoch 1383
Validation prc-auc = 0.031404
Epoch 1384
Validation prc-auc = 0.032384
Epoch 1385
Validation prc-auc = 0.033768
Epoch 1386
Loss = 7.6501e-02, PNorm = 84.4615, GNorm = 1.9391, lr_0 = 9.3102e-04
Loss = 4.4142e-02, PNorm = 84.4735, GNorm = 2.0174, lr_0 = 9.3101e-04
Validation prc-auc = 0.034532
Epoch 1387
Validation prc-auc = 0.034356
Epoch 1388
Validation prc-auc = 0.032220
Epoch 1389
Validation prc-auc = 0.029829
Epoch 1390
Validation prc-auc = 0.031322
Epoch 1391
Loss = 5.8279e-03, PNorm = 84.6185, GNorm = 0.2616, lr_0 = 9.3078e-04
Validation prc-auc = 0.034256
Epoch 1392
Validation prc-auc = 0.035679
Epoch 1393
Validation prc-auc = 0.032817
Epoch 1394
Validation prc-auc = 0.030906
Epoch 1395
Validation prc-auc = 0.024751
Epoch 1396
Loss = 2.0845e-01, PNorm = 84.8705, GNorm = 4.5570, lr_0 = 9.3055e-04
Validation prc-auc = 0.026690
Epoch 1397
Validation prc-auc = 0.025314
Epoch 1398
Validation prc-auc = 0.026742
Epoch 1399
Validation prc-auc = 0.027215
Epoch 1400
Loss = 2.6986e-01, PNorm = 85.4560, GNorm = 2.6443, lr_0 = 9.3033e-04
Loss = 1.9444e-01, PNorm = 85.5019, GNorm = 4.2024, lr_0 = 9.3032e-04
Validation prc-auc = 0.027652
Epoch 1401
Validation prc-auc = 0.026263
Epoch 1402
Validation prc-auc = 0.026693
Epoch 1403
Validation prc-auc = 0.027424
Epoch 1404
Validation prc-auc = 0.034929
Epoch 1405
Loss = 7.6272e-02, PNorm = 86.0183, GNorm = 1.1086, lr_0 = 9.3008e-04
Loss = 1.5991e-01, PNorm = 86.0522, GNorm = 5.3309, lr_0 = 9.3007e-04
Validation prc-auc = 0.037022
Epoch 1406
Validation prc-auc = 0.036234
Epoch 1407
Validation prc-auc = 0.035577
Epoch 1408
Validation prc-auc = 0.036610
Epoch 1409
Validation prc-auc = 0.039135
Epoch 1410
Loss = 2.9194e-02, PNorm = 86.4399, GNorm = 0.7515, lr_0 = 9.2985e-04
Validation prc-auc = 0.036270
Epoch 1411
Validation prc-auc = 0.033053
Epoch 1412
Validation prc-auc = 0.032043
Epoch 1413
Validation prc-auc = 0.033587
Epoch 1414
Validation prc-auc = 0.031375
Epoch 1415
Loss = 5.3874e-01, PNorm = 87.0918, GNorm = 10.5670, lr_0 = 9.2961e-04
Validation prc-auc = 0.034450
Epoch 1416
Validation prc-auc = 0.033576
Epoch 1417
Validation prc-auc = 0.034201
Epoch 1418
Validation prc-auc = 0.035987
Epoch 1419
Loss = 1.1303e-01, PNorm = 87.6824, GNorm = 0.8808, lr_0 = 9.2939e-04
Loss = 3.0444e-02, PNorm = 87.7144, GNorm = 1.1210, lr_0 = 9.2938e-04
Validation prc-auc = 0.037309
Epoch 1420
Validation prc-auc = 0.035989
Epoch 1421
Validation prc-auc = 0.034928
Epoch 1422
Validation prc-auc = 0.034694
Epoch 1423
Validation prc-auc = 0.032744
Epoch 1424
Loss = 6.6983e-02, PNorm = 88.0229, GNorm = 1.2782, lr_0 = 9.2914e-04
Validation prc-auc = 0.031580
Epoch 1425
Validation prc-auc = 0.030660
Epoch 1426
Validation prc-auc = 0.030167
Epoch 1427
Validation prc-auc = 0.029385
Epoch 1428
Validation prc-auc = 0.029419
Epoch 1429
Loss = 3.5257e-02, PNorm = 88.1682, GNorm = 0.9011, lr_0 = 9.2891e-04
Validation prc-auc = 0.029500
Epoch 1430
Validation prc-auc = 0.030281
Epoch 1431
Validation prc-auc = 0.030854
Epoch 1432
Validation prc-auc = 0.031167
Epoch 1433
Loss = 5.4008e-02, PNorm = 88.2484, GNorm = 0.4359, lr_0 = 9.2868e-04
Validation prc-auc = 0.030959
Epoch 1434
Validation prc-auc = 0.030826
Epoch 1435
Validation prc-auc = 0.031016
Epoch 1436
Validation prc-auc = 0.031563
Epoch 1437
Validation prc-auc = 0.032540
Epoch 1438
Loss = 4.4153e-02, PNorm = 88.3205, GNorm = 1.3603, lr_0 = 9.2845e-04
Loss = 2.3876e-02, PNorm = 88.3260, GNorm = 0.6967, lr_0 = 9.2844e-04
Validation prc-auc = 0.032294
Epoch 1439
Validation prc-auc = 0.032212
Epoch 1440
Validation prc-auc = 0.031686
Epoch 1441
Validation prc-auc = 0.031444
Epoch 1442
Validation prc-auc = 0.030210
Epoch 1443
Loss = 2.0309e-02, PNorm = 88.3853, GNorm = 0.6067, lr_0 = 9.2822e-04
Validation prc-auc = 0.029125
Epoch 1444
Validation prc-auc = 0.028627
Epoch 1445
Validation prc-auc = 0.028306
Epoch 1446
Validation prc-auc = 0.027974
Epoch 1447
Validation prc-auc = 0.027581
Epoch 1448
Loss = 2.6286e-02, PNorm = 88.4490, GNorm = 0.6452, lr_0 = 9.2798e-04
Validation prc-auc = 0.027838
Epoch 1449
Validation prc-auc = 0.028204
Epoch 1450
Validation prc-auc = 0.028191
Epoch 1451
Validation prc-auc = 0.028290
Epoch 1452
Loss = 3.7102e-02, PNorm = 88.5195, GNorm = 1.5406, lr_0 = 9.2776e-04
Loss = 2.8522e-03, PNorm = 88.5235, GNorm = 0.1031, lr_0 = 9.2775e-04
Validation prc-auc = 0.028308
Epoch 1453
Validation prc-auc = 0.028237
Epoch 1454
Validation prc-auc = 0.027904
Epoch 1455
Validation prc-auc = 0.027672
Epoch 1456
Validation prc-auc = 0.027475
Epoch 1457
Loss = 2.2029e-02, PNorm = 88.5698, GNorm = 0.2968, lr_0 = 9.2752e-04
Loss = 1.0013e-05, PNorm = 88.5724, GNorm = 0.0007, lr_0 = 9.2750e-04
Validation prc-auc = 0.027414
Epoch 1458
Validation prc-auc = 0.027644
Epoch 1459
Validation prc-auc = 0.027584
Epoch 1460
Validation prc-auc = 0.027830
Epoch 1461
Validation prc-auc = 0.028299
Epoch 1462
Loss = 7.9473e-03, PNorm = 88.6290, GNorm = 0.3174, lr_0 = 9.2729e-04
Validation prc-auc = 0.028937
Epoch 1463
Validation prc-auc = 0.029773
Epoch 1464
Validation prc-auc = 0.029716
Epoch 1465
Validation prc-auc = 0.029759
Epoch 1466
Loss = 6.1703e-03, PNorm = 88.6940, GNorm = 0.0107, lr_0 = 9.2706e-04
Validation prc-auc = 0.030240
Epoch 1467
Validation prc-auc = 0.030015
Epoch 1468
Validation prc-auc = 0.029605
Epoch 1469
Validation prc-auc = 0.029237
Epoch 1470
Validation prc-auc = 0.029021
Epoch 1471
Loss = 2.2039e-03, PNorm = 88.7367, GNorm = 0.0749, lr_0 = 9.2683e-04
Loss = 5.4077e-04, PNorm = 88.7390, GNorm = 0.0211, lr_0 = 9.2681e-04
Validation prc-auc = 0.028858
Epoch 1472
Validation prc-auc = 0.029140
Epoch 1473
Validation prc-auc = 0.029736
Epoch 1474
Validation prc-auc = 0.030578
Epoch 1475
Validation prc-auc = 0.031014
Epoch 1476
Loss = 1.0648e-02, PNorm = 88.7651, GNorm = 0.4012, lr_0 = 9.2660e-04
Validation prc-auc = 0.031328
Epoch 1477
Validation prc-auc = 0.031413
Epoch 1478
Validation prc-auc = 0.030951
Epoch 1479
Validation prc-auc = 0.030161
Epoch 1480
Validation prc-auc = 0.029611
Epoch 1481
Loss = 6.0733e-02, PNorm = 88.8086, GNorm = 1.4752, lr_0 = 9.2635e-04
Validation prc-auc = 0.029524
Epoch 1482
Validation prc-auc = 0.029462
Epoch 1483
Validation prc-auc = 0.029592
Epoch 1484
Validation prc-auc = 0.029794
Epoch 1485
Loss = 6.4294e-03, PNorm = 88.8401, GNorm = 0.1272, lr_0 = 9.2614e-04
Loss = 8.3156e-04, PNorm = 88.8422, GNorm = 0.0368, lr_0 = 9.2612e-04
Validation prc-auc = 0.030024
Epoch 1486
Validation prc-auc = 0.030616
Epoch 1487
Validation prc-auc = 0.030818
Epoch 1488
Validation prc-auc = 0.031039
Epoch 1489
Validation prc-auc = 0.031575
Epoch 1490
Loss = 4.6034e-03, PNorm = 88.8645, GNorm = 0.0598, lr_0 = 9.2589e-04
Loss = 5.2943e-05, PNorm = 88.8661, GNorm = 0.0024, lr_0 = 9.2587e-04
Validation prc-auc = 0.031308
Epoch 1491
Validation prc-auc = 0.031363
Epoch 1492
Validation prc-auc = 0.031446
Epoch 1493
Validation prc-auc = 0.031285
Epoch 1494
Validation prc-auc = 0.031256
Epoch 1495
Loss = 1.3311e-02, PNorm = 88.8824, GNorm = 0.4361, lr_0 = 9.2566e-04
Validation prc-auc = 0.031311
Epoch 1496
Validation prc-auc = 0.031243
Epoch 1497
Validation prc-auc = 0.031797
Epoch 1498
Validation prc-auc = 0.032088
Epoch 1499
Loss = 3.5612e-03, PNorm = 88.9009, GNorm = 0.1943, lr_0 = 9.2543e-04
Validation prc-auc = 0.031972
Epoch 1500
Validation prc-auc = 0.032092
Epoch 1501
Validation prc-auc = 0.031945
Epoch 1502
Validation prc-auc = 0.032160
Epoch 1503
Validation prc-auc = 0.031972
Epoch 1504
Loss = 7.0751e-04, PNorm = 88.9191, GNorm = 0.0063, lr_0 = 9.2520e-04
Loss = 2.2280e-04, PNorm = 88.9205, GNorm = 0.0112, lr_0 = 9.2518e-04
Validation prc-auc = 0.032009
Epoch 1505
Validation prc-auc = 0.032051
Epoch 1506
Validation prc-auc = 0.031838
Epoch 1507
Validation prc-auc = 0.031650
Epoch 1508
Validation prc-auc = 0.032004
Epoch 1509
Loss = 1.8438e-02, PNorm = 88.9592, GNorm = 0.9958, lr_0 = 9.2497e-04
Validation prc-auc = 0.032374
Epoch 1510
Validation prc-auc = 0.032440
Epoch 1511
Validation prc-auc = 0.032781
Epoch 1512
Validation prc-auc = 0.032602
Epoch 1513
Validation prc-auc = 0.032537
Epoch 1514
Loss = 2.1333e-03, PNorm = 89.0108, GNorm = 0.0705, lr_0 = 9.2472e-04
Validation prc-auc = 0.032660
Epoch 1515
Validation prc-auc = 0.031404
Epoch 1516
Validation prc-auc = 0.031062
Epoch 1517
Validation prc-auc = 0.031286
Epoch 1518
Loss = 1.6127e-03, PNorm = 89.0482, GNorm = 0.0566, lr_0 = 9.2451e-04
Loss = 6.6781e-04, PNorm = 89.0509, GNorm = 0.0270, lr_0 = 9.2449e-04
Validation prc-auc = 0.032305
Epoch 1519
Validation prc-auc = 0.032850
Epoch 1520
Validation prc-auc = 0.032463
Epoch 1521
Validation prc-auc = 0.031650
Epoch 1522
Validation prc-auc = 0.031190
Epoch 1523
Loss = 3.7014e-02, PNorm = 89.0924, GNorm = 0.1799, lr_0 = 9.2427e-04
Loss = 1.6286e-04, PNorm = 89.0982, GNorm = 0.0072, lr_0 = 9.2425e-04
Validation prc-auc = 0.032099
Epoch 1524
Validation prc-auc = 0.031988
Epoch 1525
Validation prc-auc = 0.032617
Epoch 1526
Validation prc-auc = 0.033067
Epoch 1527
Validation prc-auc = 0.033584
Epoch 1528
Loss = 3.9429e-02, PNorm = 89.1642, GNorm = 1.3081, lr_0 = 9.2404e-04
Validation prc-auc = 0.032717
Epoch 1529
Validation prc-auc = 0.032635
Epoch 1530
Validation prc-auc = 0.032495
Epoch 1531
Validation prc-auc = 0.032371
Epoch 1532
Validation prc-auc = 0.031825
Epoch 1533
Loss = 1.8986e-03, PNorm = 89.2008, GNorm = 0.0457, lr_0 = 9.2379e-04
Validation prc-auc = 0.031880
Epoch 1534
Validation prc-auc = 0.031882
Epoch 1535
Validation prc-auc = 0.031922
Epoch 1536
Validation prc-auc = 0.031893
Epoch 1537
Loss = 1.7931e-03, PNorm = 89.2167, GNorm = 0.0472, lr_0 = 9.2358e-04
Loss = 9.6408e-03, PNorm = 89.2176, GNorm = 0.4470, lr_0 = 9.2356e-04
Validation prc-auc = 0.031874
Epoch 1538
Validation prc-auc = 0.032095
Epoch 1539
Validation prc-auc = 0.032116
Epoch 1540
Validation prc-auc = 0.032100
Epoch 1541
Validation prc-auc = 0.032047
Epoch 1542
Loss = 7.3665e-03, PNorm = 89.2276, GNorm = 0.1828, lr_0 = 9.2335e-04
Validation prc-auc = 0.031802
Epoch 1543
Validation prc-auc = 0.031907
Epoch 1544
Validation prc-auc = 0.031724
Epoch 1545
Validation prc-auc = 0.031604
Epoch 1546
Validation prc-auc = 0.031543
Epoch 1547
Loss = 7.3631e-03, PNorm = 89.2418, GNorm = 0.2721, lr_0 = 9.2310e-04
Validation prc-auc = 0.031631
Epoch 1548
Validation prc-auc = 0.031929
Epoch 1549
Validation prc-auc = 0.031653
Epoch 1550
Validation prc-auc = 0.031602
Epoch 1551
Loss = 8.3052e-04, PNorm = 89.2554, GNorm = 0.0085, lr_0 = 9.2289e-04
Loss = 2.1815e-05, PNorm = 89.2563, GNorm = 0.0008, lr_0 = 9.2287e-04
Validation prc-auc = 0.031649
Epoch 1552
Validation prc-auc = 0.031781
Epoch 1553
Validation prc-auc = 0.031938
Epoch 1554
Validation prc-auc = 0.032112
Epoch 1555
Validation prc-auc = 0.032092
Epoch 1556
Loss = 2.1935e-03, PNorm = 89.2725, GNorm = 0.1420, lr_0 = 9.2264e-04
Loss = 1.5202e-03, PNorm = 89.2737, GNorm = 0.0927, lr_0 = 9.2263e-04
Validation prc-auc = 0.031980
Epoch 1557
Validation prc-auc = 0.031878
Epoch 1558
Validation prc-auc = 0.031871
Epoch 1559
Validation prc-auc = 0.031441
Epoch 1560
Validation prc-auc = 0.031121
Epoch 1561
Loss = 1.1173e-03, PNorm = 89.2888, GNorm = 0.0606, lr_0 = 9.2242e-04
Validation prc-auc = 0.031029
Epoch 1562
Validation prc-auc = 0.030324
Epoch 1563
Validation prc-auc = 0.030015
Epoch 1564
Validation prc-auc = 0.029823
Epoch 1565
Validation prc-auc = 0.029705
Epoch 1566
Loss = 1.8970e-03, PNorm = 89.3054, GNorm = 0.0770, lr_0 = 9.2217e-04
Validation prc-auc = 0.029559
Epoch 1567
Validation prc-auc = 0.029581
Epoch 1568
Validation prc-auc = 0.029489
Epoch 1569
Validation prc-auc = 0.029513
Epoch 1570
Loss = 1.1873e-03, PNorm = 89.3215, GNorm = 0.0290, lr_0 = 9.2196e-04
Loss = 1.9344e-04, PNorm = 89.3222, GNorm = 0.0106, lr_0 = 9.2194e-04
Validation prc-auc = 0.029550
Epoch 1571
Validation prc-auc = 0.029560
Epoch 1572
Validation prc-auc = 0.029331
Epoch 1573
Validation prc-auc = 0.029199
Epoch 1574
Validation prc-auc = 0.029058
Epoch 1575
Loss = 9.0204e-04, PNorm = 89.3298, GNorm = 0.0311, lr_0 = 9.2173e-04
Validation prc-auc = 0.029092
Epoch 1576
Validation prc-auc = 0.029031
Epoch 1577
Validation prc-auc = 0.029075
Epoch 1578
Validation prc-auc = 0.029158
Epoch 1579
Validation prc-auc = 0.029094
Epoch 1580
Loss = 1.0391e-03, PNorm = 89.3371, GNorm = 0.0411, lr_0 = 9.2148e-04
Validation prc-auc = 0.029101
Epoch 1581
Validation prc-auc = 0.029069
Epoch 1582
Validation prc-auc = 0.029095
Epoch 1583
Validation prc-auc = 0.029018
Epoch 1584
Loss = 6.2264e-02, PNorm = 89.3429, GNorm = 0.9545, lr_0 = 9.2127e-04
Loss = 1.7643e-04, PNorm = 89.3430, GNorm = 0.0086, lr_0 = 9.2125e-04
Validation prc-auc = 0.028993
Epoch 1585
Validation prc-auc = 0.028875
Epoch 1586
Validation prc-auc = 0.028891
Epoch 1587
Validation prc-auc = 0.028915
Epoch 1588
Validation prc-auc = 0.029049
Epoch 1589
Loss = 5.5181e-04, PNorm = 89.3490, GNorm = 0.0159, lr_0 = 9.2103e-04
Loss = 3.8281e-02, PNorm = 89.3499, GNorm = 2.3584, lr_0 = 9.2101e-04
Validation prc-auc = 0.029086
Epoch 1590
Validation prc-auc = 0.029720
Epoch 1591
Validation prc-auc = 0.030048
Epoch 1592
Validation prc-auc = 0.030228
Epoch 1593
Validation prc-auc = 0.030404
Epoch 1594
Loss = 9.0570e-04, PNorm = 89.3623, GNorm = 0.0329, lr_0 = 9.2080e-04
Validation prc-auc = 0.030647
Epoch 1595
Validation prc-auc = 0.030803
Epoch 1596
Validation prc-auc = 0.030932
Epoch 1597
Validation prc-auc = 0.030752
Epoch 1598
Validation prc-auc = 0.030720
Epoch 1599
Loss = 1.9111e-04, PNorm = 89.3698, GNorm = 0.0066, lr_0 = 9.2055e-04
Validation prc-auc = 0.030630
Epoch 1600
Validation prc-auc = 0.030516
Epoch 1601
Validation prc-auc = 0.030276
Epoch 1602
Validation prc-auc = 0.029785
Epoch 1603
Loss = 3.6218e-02, PNorm = 89.3993, GNorm = 1.2614, lr_0 = 9.2034e-04
Loss = 7.5580e-04, PNorm = 89.4071, GNorm = 0.0453, lr_0 = 9.2032e-04
Validation prc-auc = 0.029811
Epoch 1604
Validation prc-auc = 0.029911
Epoch 1605
Validation prc-auc = 0.030063
Epoch 1606
Validation prc-auc = 0.029433
Epoch 1607
Validation prc-auc = 0.029510
Epoch 1608
Loss = 3.3373e-03, PNorm = 89.5211, GNorm = 0.2638, lr_0 = 9.2010e-04
Validation prc-auc = 0.029155
Epoch 1609
Validation prc-auc = 0.030319
Epoch 1610
Validation prc-auc = 0.031078
Epoch 1611
Validation prc-auc = 0.031756
Epoch 1612
Validation prc-auc = 0.031639
Epoch 1613
Loss = 5.5972e-03, PNorm = 89.7402, GNorm = 0.3197, lr_0 = 9.1987e-04
Validation prc-auc = 0.031062
Epoch 1614
Validation prc-auc = 0.028362
Epoch 1615
Validation prc-auc = 0.026020
Epoch 1616
Validation prc-auc = 0.024247
Epoch 1617
Loss = 7.5124e-02, PNorm = 89.9581, GNorm = 2.2176, lr_0 = 9.1966e-04
Loss = 5.7953e-02, PNorm = 89.9809, GNorm = 3.5399, lr_0 = 9.1964e-04
Validation prc-auc = 0.023462
Epoch 1618
Validation prc-auc = 0.022817
Epoch 1619
Validation prc-auc = 0.022690
Epoch 1620
Validation prc-auc = 0.022010
Epoch 1621
Validation prc-auc = 0.021448
Epoch 1622
Loss = 4.0773e-02, PNorm = 90.2107, GNorm = 1.8096, lr_0 = 9.1941e-04
Loss = 2.0308e-03, PNorm = 90.2219, GNorm = 0.0727, lr_0 = 9.1939e-04
Validation prc-auc = 0.021529
Epoch 1623
Validation prc-auc = 0.021917
Epoch 1624
Validation prc-auc = 0.022916
Epoch 1625
Validation prc-auc = 0.023639
Epoch 1626
Validation prc-auc = 0.024404
Epoch 1627
Loss = 1.6778e-02, PNorm = 90.3465, GNorm = 0.5935, lr_0 = 9.1918e-04
Validation prc-auc = 0.025035
Epoch 1628
Validation prc-auc = 0.025564
Epoch 1629
Validation prc-auc = 0.026110
Epoch 1630
Validation prc-auc = 0.026373
Epoch 1631
Validation prc-auc = 0.026592
Epoch 1632
Loss = 8.1864e-03, PNorm = 90.4195, GNorm = 0.3640, lr_0 = 9.1894e-04
Validation prc-auc = 0.026922
Epoch 1633
Validation prc-auc = 0.027018
Epoch 1634
Validation prc-auc = 0.027377
Epoch 1635
Validation prc-auc = 0.027675
Epoch 1636
Loss = 4.4480e-02, PNorm = 90.4762, GNorm = 0.5005, lr_0 = 9.1873e-04
Loss = 7.1827e-04, PNorm = 90.4814, GNorm = 0.0338, lr_0 = 9.1871e-04
Validation prc-auc = 0.028380
Epoch 1637
Validation prc-auc = 0.028688
Epoch 1638
Validation prc-auc = 0.028888
Epoch 1639
Validation prc-auc = 0.029657
Epoch 1640
Validation prc-auc = 0.031058
Epoch 1641
Loss = 1.0753e-01, PNorm = 90.5842, GNorm = 1.9657, lr_0 = 9.1848e-04
Validation prc-auc = 0.032205
Epoch 1642
Validation prc-auc = 0.032837
Epoch 1643
Validation prc-auc = 0.033575
Epoch 1644
Validation prc-auc = 0.033867
Epoch 1645
Validation prc-auc = 0.033056
Epoch 1646
Loss = 5.5570e-03, PNorm = 90.7459, GNorm = 0.2339, lr_0 = 9.1825e-04
Validation prc-auc = 0.031221
Epoch 1647
Validation prc-auc = 0.026207
Epoch 1648
Validation prc-auc = 0.025113
Epoch 1649
Validation prc-auc = 0.026305
Epoch 1650
Loss = 5.8559e-02, PNorm = 90.8896, GNorm = 0.0813, lr_0 = 9.1804e-04
Loss = 9.9269e-03, PNorm = 90.9013, GNorm = 0.5648, lr_0 = 9.1803e-04
Validation prc-auc = 0.027670
Epoch 1651
Validation prc-auc = 0.028910
Epoch 1652
Validation prc-auc = 0.030025
Epoch 1653
Validation prc-auc = 0.030805
Epoch 1654
Validation prc-auc = 0.031373
Epoch 1655
Loss = 2.6346e-03, PNorm = 91.0491, GNorm = 0.1321, lr_0 = 9.1780e-04
Loss = 5.1096e-02, PNorm = 91.0571, GNorm = 3.0553, lr_0 = 9.1778e-04
Validation prc-auc = 0.032099
Epoch 1656
Validation prc-auc = 0.032672
Epoch 1657
Validation prc-auc = 0.033140
Epoch 1658
Validation prc-auc = 0.031861
Epoch 1659
Validation prc-auc = 0.031633
Epoch 1660
Loss = 1.1946e-02, PNorm = 91.1336, GNorm = 0.3463, lr_0 = 9.1757e-04
Validation prc-auc = 0.032674
Epoch 1661
Validation prc-auc = 0.033927
Epoch 1662
Validation prc-auc = 0.035024
Epoch 1663
Validation prc-auc = 0.035661
Epoch 1664
Validation prc-auc = 0.035439
Epoch 1665
Loss = 5.7998e-02, PNorm = 91.2092, GNorm = 1.2784, lr_0 = 9.1733e-04
Validation prc-auc = 0.034521
Epoch 1666
Validation prc-auc = 0.034140
Epoch 1667
Validation prc-auc = 0.033863
Epoch 1668
Validation prc-auc = 0.034034
Epoch 1669
Loss = 3.2318e-02, PNorm = 91.2611, GNorm = 0.4215, lr_0 = 9.1712e-04
Loss = 4.2767e-03, PNorm = 91.2648, GNorm = 0.2581, lr_0 = 9.1710e-04
Validation prc-auc = 0.034690
Epoch 1670
Validation prc-auc = 0.035128
Epoch 1671
Validation prc-auc = 0.035803
Epoch 1672
Validation prc-auc = 0.035868
Epoch 1673
Validation prc-auc = 0.035722
Epoch 1674
Loss = 2.4933e-03, PNorm = 91.3026, GNorm = 0.2665, lr_0 = 9.1687e-04
Validation prc-auc = 0.035423
Epoch 1675
Validation prc-auc = 0.035064
Epoch 1676
Validation prc-auc = 0.035476
Epoch 1677
Validation prc-auc = 0.035038
Epoch 1678
Validation prc-auc = 0.034010
Epoch 1679
Loss = 4.1557e-03, PNorm = 91.3207, GNorm = 0.1504, lr_0 = 9.1664e-04
Validation prc-auc = 0.033889
Epoch 1680
Validation prc-auc = 0.034174
Epoch 1681
Validation prc-auc = 0.034456
Epoch 1682
Validation prc-auc = 0.034731
Epoch 1683
Loss = 3.3447e-03, PNorm = 91.3557, GNorm = 0.1223, lr_0 = 9.1642e-04
Validation prc-auc = 0.034838
Epoch 1684
Validation prc-auc = 0.034833
Epoch 1685
Validation prc-auc = 0.034825
Epoch 1686
Validation prc-auc = 0.035140
Epoch 1687
Validation prc-auc = 0.035101
Epoch 1688
Loss = 9.3524e-03, PNorm = 91.3769, GNorm = 0.6914, lr_0 = 9.1619e-04
Loss = 1.2006e-04, PNorm = 91.3776, GNorm = 0.0050, lr_0 = 9.1617e-04
Validation prc-auc = 0.034971
Epoch 1689
Validation prc-auc = 0.035048
Epoch 1690
Validation prc-auc = 0.034954
Epoch 1691
Validation prc-auc = 0.034937
Epoch 1692
Validation prc-auc = 0.034882
Epoch 1693
Loss = 1.6413e-03, PNorm = 91.3853, GNorm = 0.0541, lr_0 = 9.1596e-04
Validation prc-auc = 0.034878
Epoch 1694
Validation prc-auc = 0.034952
Epoch 1695
Validation prc-auc = 0.034763
Epoch 1696
Validation prc-auc = 0.034624
Epoch 1697
Validation prc-auc = 0.034461
Epoch 1698
Loss = 1.5487e-03, PNorm = 91.4061, GNorm = 0.0472, lr_0 = 9.1572e-04
Validation prc-auc = 0.034459
Epoch 1699
Validation prc-auc = 0.034553
Epoch 1700
Validation prc-auc = 0.034538
Epoch 1701
Validation prc-auc = 0.034341
Epoch 1702
Loss = 2.1234e-03, PNorm = 91.4243, GNorm = 0.1764, lr_0 = 9.1551e-04
Loss = 1.7803e-03, PNorm = 91.4258, GNorm = 0.1305, lr_0 = 9.1549e-04
Validation prc-auc = 0.034095
Epoch 1703
Validation prc-auc = 0.033952
Epoch 1704
Validation prc-auc = 0.033959
Epoch 1705
Validation prc-auc = 0.033582
Epoch 1706
Validation prc-auc = 0.033622
Epoch 1707
Loss = 2.2121e-03, PNorm = 91.4404, GNorm = 0.0541, lr_0 = 9.1526e-04
Loss = 4.0761e-04, PNorm = 91.4416, GNorm = 0.0239, lr_0 = 9.1525e-04
Validation prc-auc = 0.033542
Epoch 1708
Validation prc-auc = 0.033496
Epoch 1709
Validation prc-auc = 0.033396
Epoch 1710
Validation prc-auc = 0.033523
Epoch 1711
Validation prc-auc = 0.033833
Epoch 1712
Loss = 2.0975e-03, PNorm = 91.4702, GNorm = 0.1635, lr_0 = 9.1504e-04
Validation prc-auc = 0.034359
Epoch 1713
Validation prc-auc = 0.034134
Epoch 1714
Validation prc-auc = 0.033865
Epoch 1715
Validation prc-auc = 0.033632
Epoch 1716
Loss = 3.9878e-03, PNorm = 91.5248, GNorm = 0.0001, lr_0 = 9.1481e-04
Validation prc-auc = 0.033295
Epoch 1717
Validation prc-auc = 0.033308
Epoch 1718
Validation prc-auc = 0.033312
Epoch 1719
Validation prc-auc = 0.033355
Epoch 1720
Validation prc-auc = 0.033069
Epoch 1721
Loss = 3.0094e-03, PNorm = 91.5451, GNorm = 0.0041, lr_0 = 9.1458e-04
Loss = 1.1469e-04, PNorm = 91.5459, GNorm = 0.0085, lr_0 = 9.1457e-04
Validation prc-auc = 0.032774
Epoch 1722
Validation prc-auc = 0.032287
Epoch 1723
Validation prc-auc = 0.032127
Epoch 1724
Validation prc-auc = 0.031791
Epoch 1725
Validation prc-auc = 0.031871
Epoch 1726
Loss = 2.3810e-03, PNorm = 91.5534, GNorm = 0.2814, lr_0 = 9.1436e-04
Validation prc-auc = 0.031951
Epoch 1727
Validation prc-auc = 0.031869
Epoch 1728
Validation prc-auc = 0.031955
Epoch 1729
Validation prc-auc = 0.032885
Epoch 1730
Validation prc-auc = 0.034208
Epoch 1731
Loss = 1.0362e-03, PNorm = 91.5677, GNorm = 0.0487, lr_0 = 9.1411e-04
Validation prc-auc = 0.035048
Epoch 1732
Validation prc-auc = 0.035251
Epoch 1733
Validation prc-auc = 0.034955
Epoch 1734
Validation prc-auc = 0.035016
Epoch 1735
Loss = 2.4514e-03, PNorm = 91.5799, GNorm = 0.2799, lr_0 = 9.1390e-04
Loss = 5.8006e-05, PNorm = 91.5806, GNorm = 0.0041, lr_0 = 9.1389e-04
Validation prc-auc = 0.034632
Epoch 1736
Validation prc-auc = 0.034386
Epoch 1737
Validation prc-auc = 0.033948
Epoch 1738
Validation prc-auc = 0.033219
Epoch 1739
Validation prc-auc = 0.031999
Epoch 1740
Loss = 1.0295e-02, PNorm = 91.5919, GNorm = 0.0427, lr_0 = 9.1366e-04
Loss = 4.1381e-04, PNorm = 91.5936, GNorm = 0.0145, lr_0 = 9.1364e-04
Validation prc-auc = 0.031403
Epoch 1741
Validation prc-auc = 0.030911
Epoch 1742
Validation prc-auc = 0.030601
Epoch 1743
Validation prc-auc = 0.030239
Epoch 1744
Validation prc-auc = 0.030108
Epoch 1745
Loss = 7.5547e-04, PNorm = 91.6231, GNorm = 0.0283, lr_0 = 9.1343e-04
Validation prc-auc = 0.029820
Epoch 1746
Validation prc-auc = 0.029822
Epoch 1747
Validation prc-auc = 0.029720
Epoch 1748
Validation prc-auc = 0.029700
Epoch 1749
Loss = 1.7343e-03, PNorm = 91.6418, GNorm = 0.0014, lr_0 = 9.1320e-04
Validation prc-auc = 0.029614
Epoch 1750
Validation prc-auc = 0.029390
Epoch 1751
Validation prc-auc = 0.029269
Epoch 1752
Validation prc-auc = 0.029081
Epoch 1753
Validation prc-auc = 0.029239
Epoch 1754
Loss = 1.2077e-03, PNorm = 91.6491, GNorm = 0.0919, lr_0 = 9.1298e-04
Loss = 2.4228e-03, PNorm = 91.6495, GNorm = 0.1610, lr_0 = 9.1296e-04
Validation prc-auc = 0.029281
Epoch 1755
Validation prc-auc = 0.029307
Epoch 1756
Validation prc-auc = 0.029385
Epoch 1757
Validation prc-auc = 0.029293
Epoch 1758
Validation prc-auc = 0.029475
Epoch 1759
Loss = 1.7017e-03, PNorm = 91.6558, GNorm = 0.1390, lr_0 = 9.1275e-04
Validation prc-auc = 0.029541
Epoch 1760
Validation prc-auc = 0.029237
Epoch 1761
Validation prc-auc = 0.028615
Epoch 1762
Validation prc-auc = 0.028410
Epoch 1763
Validation prc-auc = 0.028538
Epoch 1764
Loss = 5.7678e-04, PNorm = 91.6628, GNorm = 0.0236, lr_0 = 9.1251e-04
Validation prc-auc = 0.028939
Epoch 1765
Validation prc-auc = 0.029339
Epoch 1766
Validation prc-auc = 0.029774
Epoch 1767
Validation prc-auc = 0.029914
Epoch 1768
Loss = 3.1797e-04, PNorm = 91.6820, GNorm = 0.0013, lr_0 = 9.1230e-04
Loss = 7.3512e-07, PNorm = 91.6830, GNorm = 0.0001, lr_0 = 9.1228e-04
Validation prc-auc = 0.029902
Epoch 1769
Validation prc-auc = 0.029913
Epoch 1770
Validation prc-auc = 0.029999
Epoch 1771
Validation prc-auc = 0.029883
Epoch 1772
Validation prc-auc = 0.029823
Epoch 1773
Loss = 4.4938e-03, PNorm = 91.6967, GNorm = 0.6639, lr_0 = 9.1206e-04
Loss = 1.9649e-05, PNorm = 91.6970, GNorm = 0.0009, lr_0 = 9.1204e-04
Validation prc-auc = 0.029736
Epoch 1774
Validation prc-auc = 0.029627
Epoch 1775
Validation prc-auc = 0.029498
Epoch 1776
Validation prc-auc = 0.029402
Epoch 1777
Validation prc-auc = 0.029376
Epoch 1778
Loss = 1.4816e-03, PNorm = 91.7042, GNorm = 0.0658, lr_0 = 9.1183e-04
Validation prc-auc = 0.028553
Epoch 1779
Validation prc-auc = 0.025564
Epoch 1780
Validation prc-auc = 0.024993
Epoch 1781
Validation prc-auc = 0.028023
Epoch 1782
Validation prc-auc = 0.031038
Epoch 1783
Loss = 1.2340e-02, PNorm = 91.8082, GNorm = 0.5787, lr_0 = 9.1159e-04
Validation prc-auc = 0.032795
Epoch 1784
Validation prc-auc = 0.033871
Epoch 1785
Validation prc-auc = 0.033230
Epoch 1786
Validation prc-auc = 0.032335
Epoch 1787
Loss = 1.4799e-02, PNorm = 91.9120, GNorm = 0.0440, lr_0 = 9.1138e-04
Loss = 6.3642e-03, PNorm = 91.9217, GNorm = 0.2927, lr_0 = 9.1136e-04
Validation prc-auc = 0.030949
Epoch 1788
Validation prc-auc = 0.031685
Epoch 1789
Validation prc-auc = 0.033007
Epoch 1790
Validation prc-auc = 0.032953
Epoch 1791
Validation prc-auc = 0.032653
Epoch 1792
Loss = 3.0505e-03, PNorm = 92.0880, GNorm = 0.2146, lr_0 = 9.1115e-04
Validation prc-auc = 0.032821
Epoch 1793
Validation prc-auc = 0.033361
Epoch 1794
Validation prc-auc = 0.032750
Epoch 1795
Validation prc-auc = 0.031076
Epoch 1796
Validation prc-auc = 0.030862
Epoch 1797
Loss = 4.3174e-02, PNorm = 92.2036, GNorm = 1.6670, lr_0 = 9.1091e-04
Validation prc-auc = 0.029870
Epoch 1798
Validation prc-auc = 0.029272
Epoch 1799
Validation prc-auc = 0.028823
Epoch 1800
Validation prc-auc = 0.028679
Epoch 1801
Loss = 2.0110e-03, PNorm = 92.2619, GNorm = 0.0361, lr_0 = 9.1070e-04
Loss = 1.6027e-03, PNorm = 92.2652, GNorm = 0.0655, lr_0 = 9.1068e-04
Validation prc-auc = 0.028383
Epoch 1802
Validation prc-auc = 0.028320
Epoch 1803
Validation prc-auc = 0.027970
Epoch 1804
Validation prc-auc = 0.027441
Epoch 1805
Validation prc-auc = 0.027116
Epoch 1806
Loss = 7.1649e-02, PNorm = 92.3434, GNorm = 1.4719, lr_0 = 9.1046e-04
Loss = 2.0744e-04, PNorm = 92.3491, GNorm = 0.0134, lr_0 = 9.1044e-04
Validation prc-auc = 0.026896
Epoch 1807
Validation prc-auc = 0.026604
Epoch 1808
Validation prc-auc = 0.026252
Epoch 1809
Validation prc-auc = 0.026661
Epoch 1810
Validation prc-auc = 0.026325
Epoch 1811
Loss = 1.4001e-02, PNorm = 92.4351, GNorm = 0.4772, lr_0 = 9.1023e-04
Validation prc-auc = 0.026016
Epoch 1812
Validation prc-auc = 0.025863
Epoch 1813
Validation prc-auc = 0.026716
Epoch 1814
Validation prc-auc = 0.027806
Epoch 1815
Validation prc-auc = 0.028796
Epoch 1816
Loss = 3.0746e-04, PNorm = 92.5395, GNorm = 0.0081, lr_0 = 9.0999e-04
Validation prc-auc = 0.028786
Epoch 1817
Validation prc-auc = 0.029031
Epoch 1818
Validation prc-auc = 0.030144
Epoch 1819
Validation prc-auc = 0.030583
Epoch 1820
Loss = 1.7205e-02, PNorm = 92.5889, GNorm = 0.0055, lr_0 = 9.0978e-04
Loss = 5.4041e-06, PNorm = 92.5937, GNorm = 0.0002, lr_0 = 9.0976e-04
Validation prc-auc = 0.030519
Epoch 1821
Validation prc-auc = 0.029817
Epoch 1822
Validation prc-auc = 0.028921
Epoch 1823
Validation prc-auc = 0.027907
Epoch 1824
Validation prc-auc = 0.027616
Epoch 1825
Loss = 2.5988e-03, PNorm = 92.6489, GNorm = 0.1756, lr_0 = 9.0955e-04
Validation prc-auc = 0.027833
Epoch 1826
Validation prc-auc = 0.027897
Epoch 1827
Validation prc-auc = 0.028225
Epoch 1828
Validation prc-auc = 0.028296
Epoch 1829
Validation prc-auc = 0.028367
Epoch 1830
Loss = 2.1653e-03, PNorm = 92.6977, GNorm = 0.0764, lr_0 = 9.0931e-04
Validation prc-auc = 0.028523
Epoch 1831
Validation prc-auc = 0.028588
Epoch 1832
Validation prc-auc = 0.028788
Epoch 1833
Validation prc-auc = 0.028766
Epoch 1834
Loss = 1.4770e-03, PNorm = 92.7229, GNorm = 0.0431, lr_0 = 9.0910e-04
Loss = 8.5021e-04, PNorm = 92.7243, GNorm = 0.0441, lr_0 = 9.0909e-04
Validation prc-auc = 0.028908
Epoch 1835
Validation prc-auc = 0.028766
Epoch 1836
Validation prc-auc = 0.028703
Epoch 1837
Validation prc-auc = 0.028630
Epoch 1838
Validation prc-auc = 0.028715
Epoch 1839
Loss = 2.7449e-02, PNorm = 92.7341, GNorm = 1.5192, lr_0 = 9.0886e-04
Loss = 3.4787e-05, PNorm = 92.7338, GNorm = 0.0018, lr_0 = 9.0884e-04
Validation prc-auc = 0.028922
Epoch 1840
Validation prc-auc = 0.029089
Epoch 1841
Validation prc-auc = 0.029072
Epoch 1842
Validation prc-auc = 0.029393
Epoch 1843
Validation prc-auc = 0.029242
Epoch 1844
Loss = 9.1380e-03, PNorm = 92.7460, GNorm = 0.3282, lr_0 = 9.0863e-04
Validation prc-auc = 0.029223
Epoch 1845
Validation prc-auc = 0.029133
Epoch 1846
Validation prc-auc = 0.029184
Epoch 1847
Validation prc-auc = 0.029178
Epoch 1848
Validation prc-auc = 0.029008
Epoch 1849
Loss = 2.0635e-03, PNorm = 92.7621, GNorm = 0.0821, lr_0 = 9.0839e-04
Validation prc-auc = 0.028942
Epoch 1850
Validation prc-auc = 0.028976
Epoch 1851
Validation prc-auc = 0.029198
Epoch 1852
Validation prc-auc = 0.028962
Epoch 1853
Loss = 6.3362e-03, PNorm = 92.7710, GNorm = 0.0126, lr_0 = 9.0818e-04
Loss = 9.2396e-04, PNorm = 92.7717, GNorm = 0.0433, lr_0 = 9.0817e-04
Validation prc-auc = 0.029023
Epoch 1854
Validation prc-auc = 0.028863
Epoch 1855
Validation prc-auc = 0.028948
Epoch 1856
Validation prc-auc = 0.028812
Epoch 1857
Validation prc-auc = 0.029027
Epoch 1858
Loss = 1.5981e-03, PNorm = 92.8138, GNorm = 0.1234, lr_0 = 9.0794e-04
Validation prc-auc = 0.029323
Epoch 1859
Validation prc-auc = 0.029069
Epoch 1860
Validation prc-auc = 0.028826
Epoch 1861
Validation prc-auc = 0.028933
Epoch 1862
Validation prc-auc = 0.028838
Epoch 1863
Loss = 1.4051e-04, PNorm = 92.8728, GNorm = 0.0036, lr_0 = 9.0772e-04
Validation prc-auc = 0.028678
Epoch 1864
Validation prc-auc = 0.028828
Epoch 1865
Validation prc-auc = 0.028899
Epoch 1866
Validation prc-auc = 0.028833
Epoch 1867
Loss = 5.8807e-04, PNorm = 92.8948, GNorm = 0.0368, lr_0 = 9.0751e-04
Loss = 5.9300e-05, PNorm = 92.8965, GNorm = 0.0033, lr_0 = 9.0749e-04
Validation prc-auc = 0.028686
Epoch 1868
Validation prc-auc = 0.028489
Epoch 1869
Validation prc-auc = 0.028540
Epoch 1870
Validation prc-auc = 0.028416
Epoch 1871
Validation prc-auc = 0.028323
Epoch 1872
Loss = 8.4348e-03, PNorm = 92.9179, GNorm = 0.0540, lr_0 = 9.0727e-04
Loss = 4.9776e-04, PNorm = 92.9194, GNorm = 0.0232, lr_0 = 9.0725e-04
Validation prc-auc = 0.028683
Epoch 1873
Validation prc-auc = 0.028889
Epoch 1874
Validation prc-auc = 0.029053
Epoch 1875
Validation prc-auc = 0.029421
Epoch 1876
Validation prc-auc = 0.029598
Epoch 1877
Loss = 8.1972e-04, PNorm = 92.9389, GNorm = 0.0327, lr_0 = 9.0704e-04
Validation prc-auc = 0.029935
Epoch 1878
Validation prc-auc = 0.029751
Epoch 1879
Validation prc-auc = 0.029378
Epoch 1880
Validation prc-auc = 0.029096
Epoch 1881
Validation prc-auc = 0.028838
Epoch 1882
Loss = 2.9273e-04, PNorm = 92.9665, GNorm = 0.0125, lr_0 = 9.0680e-04
Validation prc-auc = 0.028758
Epoch 1883
Validation prc-auc = 0.028696
Epoch 1884
Validation prc-auc = 0.028540
Epoch 1885
Validation prc-auc = 0.028622
Epoch 1886
Loss = 3.1949e-02, PNorm = 93.0065, GNorm = 1.9760, lr_0 = 9.0659e-04
Loss = 6.7551e-06, PNorm = 93.0095, GNorm = 0.0005, lr_0 = 9.0657e-04
Validation prc-auc = 0.028306
Epoch 1887
Validation prc-auc = 0.028158
Epoch 1888
Validation prc-auc = 0.027964
Epoch 1889
Validation prc-auc = 0.027890
Epoch 1890
Validation prc-auc = 0.028003
Epoch 1891
Loss = 2.0129e-03, PNorm = 93.0924, GNorm = 0.1650, lr_0 = 9.0635e-04
Validation prc-auc = 0.027663
Epoch 1892
Validation prc-auc = 0.027503
Epoch 1893
Validation prc-auc = 0.027477
Epoch 1894
Validation prc-auc = 0.027340
Epoch 1895
Validation prc-auc = 0.027142
Epoch 1896
Loss = 6.1591e-04, PNorm = 93.1356, GNorm = 0.0500, lr_0 = 9.0612e-04
Validation prc-auc = 0.027027
Epoch 1897
Validation prc-auc = 0.026931
Epoch 1898
Validation prc-auc = 0.027015
Epoch 1899
Validation prc-auc = 0.026912
Epoch 1900
Loss = 6.7226e-03, PNorm = 93.1500, GNorm = 0.0483, lr_0 = 9.0592e-04
Loss = 3.4152e-03, PNorm = 93.1507, GNorm = 0.2697, lr_0 = 9.0590e-04
Validation prc-auc = 0.027091
Epoch 1901
Validation prc-auc = 0.027089
Epoch 1902
Validation prc-auc = 0.027158
Epoch 1903
Validation prc-auc = 0.027320
Epoch 1904
Validation prc-auc = 0.027315
Epoch 1905
Loss = 4.4811e-04, PNorm = 93.1590, GNorm = 0.0160, lr_0 = 9.0567e-04
Loss = 1.9868e-07, PNorm = 93.1594, GNorm = 0.0000, lr_0 = 9.0566e-04
Validation prc-auc = 0.027342
Epoch 1906
Validation prc-auc = 0.027317
Epoch 1907
Validation prc-auc = 0.027308
Epoch 1908
Validation prc-auc = 0.027369
Epoch 1909
Validation prc-auc = 0.027306
Epoch 1910
Loss = 2.5991e-04, PNorm = 93.1658, GNorm = 0.0129, lr_0 = 9.0545e-04
Validation prc-auc = 0.027318
Epoch 1911
Validation prc-auc = 0.027268
Epoch 1912
Validation prc-auc = 0.027275
Epoch 1913
Validation prc-auc = 0.027247
Epoch 1914
Validation prc-auc = 0.027270
Epoch 1915
Loss = 3.8787e-04, PNorm = 93.1750, GNorm = 0.0216, lr_0 = 9.0521e-04
Validation prc-auc = 0.027304
Epoch 1916
Validation prc-auc = 0.027339
Epoch 1917
Validation prc-auc = 0.027279
Epoch 1918
Validation prc-auc = 0.027280
Epoch 1919
Loss = 6.0011e-03, PNorm = 93.1798, GNorm = 0.1305, lr_0 = 9.0500e-04
Loss = 1.1569e-04, PNorm = 93.1800, GNorm = 0.0048, lr_0 = 9.0498e-04
Validation prc-auc = 0.027177
Epoch 1920
Validation prc-auc = 0.027182
Epoch 1921
Validation prc-auc = 0.027134
Epoch 1922
Validation prc-auc = 0.027006
Epoch 1923
Validation prc-auc = 0.026916
Epoch 1924
Loss = 7.3600e-04, PNorm = 93.1837, GNorm = 0.0362, lr_0 = 9.0476e-04
Validation prc-auc = 0.026895
Epoch 1925
Validation prc-auc = 0.026862
Epoch 1926
Validation prc-auc = 0.026926
Epoch 1927
Validation prc-auc = 0.026904
Epoch 1928
Validation prc-auc = 0.026892
Epoch 1929
Loss = 1.0048e-03, PNorm = 93.1978, GNorm = 0.0585, lr_0 = 9.0454e-04
Validation prc-auc = 0.026966
Epoch 1930
Validation prc-auc = 0.027039
Epoch 1931
Validation prc-auc = 0.027136
Epoch 1932
Validation prc-auc = 0.027234
Epoch 1933
Loss = 9.5732e-04, PNorm = 93.2071, GNorm = 0.0578, lr_0 = 9.0431e-04
Validation prc-auc = 0.027402
Epoch 1934
Validation prc-auc = 0.027386
Epoch 1935
Validation prc-auc = 0.027376
Epoch 1936
Validation prc-auc = 0.027011
Epoch 1937
Validation prc-auc = 0.026707
Epoch 1938
Loss = 5.8075e-04, PNorm = 93.2089, GNorm = 0.0071, lr_0 = 9.0409e-04
Loss = 2.1478e-04, PNorm = 93.2096, GNorm = 0.0112, lr_0 = 9.0407e-04
Validation prc-auc = 0.026575
Epoch 1939
Validation prc-auc = 0.026685
Epoch 1940
Validation prc-auc = 0.026921
Epoch 1941
Validation prc-auc = 0.027215
Epoch 1942
Validation prc-auc = 0.027612
Epoch 1943
Loss = 1.1232e-03, PNorm = 93.2440, GNorm = 0.0548, lr_0 = 9.0386e-04
Validation prc-auc = 0.027943
Epoch 1944
Validation prc-auc = 0.028116
Epoch 1945
Validation prc-auc = 0.028153
Epoch 1946
Validation prc-auc = 0.028282
Epoch 1947
Validation prc-auc = 0.028425
Epoch 1948
Loss = 1.2471e-03, PNorm = 93.2705, GNorm = 0.0873, lr_0 = 9.0362e-04
Validation prc-auc = 0.028442
Epoch 1949
Validation prc-auc = 0.028451
Epoch 1950
Validation prc-auc = 0.028460
Epoch 1951
Validation prc-auc = 0.028379
Epoch 1952
Loss = 2.4840e-04, PNorm = 93.2788, GNorm = 0.0026, lr_0 = 9.0341e-04
Loss = 1.6552e-03, PNorm = 93.2793, GNorm = 0.0965, lr_0 = 9.0340e-04
Validation prc-auc = 0.028436
Epoch 1953
Validation prc-auc = 0.028428
Epoch 1954
Validation prc-auc = 0.028498
Epoch 1955
Validation prc-auc = 0.028512
Epoch 1956
Validation prc-auc = 0.028394
Epoch 1957
Loss = 4.9841e-04, PNorm = 93.2869, GNorm = 0.0238, lr_0 = 9.0317e-04
Loss = 3.1806e-05, PNorm = 93.2875, GNorm = 0.0019, lr_0 = 9.0316e-04
Validation prc-auc = 0.028378
Epoch 1958
Validation prc-auc = 0.028531
Epoch 1959
Validation prc-auc = 0.028556
Epoch 1960
Validation prc-auc = 0.028558
Epoch 1961
Validation prc-auc = 0.028603
Epoch 1962
Loss = 7.0622e-04, PNorm = 93.2946, GNorm = 0.0260, lr_0 = 9.0295e-04
Validation prc-auc = 0.028632
Epoch 1963
Validation prc-auc = 0.028669
Epoch 1964
Validation prc-auc = 0.028796
Epoch 1965
Validation prc-auc = 0.028796
Epoch 1966
Loss = 1.0520e-03, PNorm = 93.3026, GNorm = 0.0028, lr_0 = 9.0273e-04
Validation prc-auc = 0.028841
Epoch 1967
Validation prc-auc = 0.028836
Epoch 1968
Validation prc-auc = 0.028799
Epoch 1969
Validation prc-auc = 0.028783
Epoch 1970
Validation prc-auc = 0.028780
Epoch 1971
Loss = 1.9825e-04, PNorm = 93.3091, GNorm = 0.0057, lr_0 = 9.0250e-04
Loss = 9.7354e-07, PNorm = 93.3094, GNorm = 0.0001, lr_0 = 9.0249e-04
Validation prc-auc = 0.028770
Epoch 1972
Validation prc-auc = 0.028751
Epoch 1973
Validation prc-auc = 0.028788
Epoch 1974
Validation prc-auc = 0.028914
Epoch 1975
Validation prc-auc = 0.028947
Epoch 1976
Loss = 6.5301e-04, PNorm = 93.3138, GNorm = 0.0296, lr_0 = 9.0228e-04
Validation prc-auc = 0.028833
Epoch 1977
Validation prc-auc = 0.028809
Epoch 1978
Validation prc-auc = 0.028670
Epoch 1979
Validation prc-auc = 0.028556
Epoch 1980
Validation prc-auc = 0.028448
Epoch 1981
Loss = 1.0118e-03, PNorm = 93.3221, GNorm = 0.0410, lr_0 = 9.0204e-04
Validation prc-auc = 0.028350
Epoch 1982
Validation prc-auc = 0.028257
Epoch 1983
Validation prc-auc = 0.028435
Epoch 1984
Validation prc-auc = 0.028655
Epoch 1985
Loss = 8.6951e-04, PNorm = 93.3317, GNorm = 0.0207, lr_0 = 9.0183e-04
Loss = 5.8224e-05, PNorm = 93.3324, GNorm = 0.0032, lr_0 = 9.0181e-04
Validation prc-auc = 0.028783
Epoch 1986
Validation prc-auc = 0.028984
Epoch 1987
Validation prc-auc = 0.029102
Epoch 1988
Validation prc-auc = 0.029135
Epoch 1989
Validation prc-auc = 0.029220
Epoch 1990
Loss = 5.4777e-02, PNorm = 93.3390, GNorm = 1.6246, lr_0 = 9.0159e-04
Loss = 3.1594e-04, PNorm = 93.3394, GNorm = 0.0141, lr_0 = 9.0157e-04
Validation prc-auc = 0.028329
Epoch 1991
Validation prc-auc = 0.027770
Epoch 1992
Validation prc-auc = 0.027308
Epoch 1993
Validation prc-auc = 0.026998
Epoch 1994
Validation prc-auc = 0.027006
Epoch 1995
Loss = 1.3968e-04, PNorm = 93.3552, GNorm = 0.0060, lr_0 = 9.0137e-04
Validation prc-auc = 0.027230
Epoch 1996
Validation prc-auc = 0.027514
Epoch 1997
Validation prc-auc = 0.027661
Epoch 1998
Validation prc-auc = 0.027733
Epoch 1999
Loss = 1.5054e-04, PNorm = 93.3696, GNorm = 0.0008, lr_0 = 9.0114e-04
Validation prc-auc = 0.027835
Model 0 best validation prc-auc = 0.046427 on epoch 504
Loading pretrained parameter "encoder.encoder.0.cached_zero_vector".
Loading pretrained parameter "encoder.encoder.0.W_i.weight".
Loading pretrained parameter "encoder.encoder.0.W_h.weight".
Loading pretrained parameter "encoder.encoder.0.W_o.weight".
Loading pretrained parameter "encoder.encoder.0.W_o.bias".
Loading pretrained parameter "ffn.1.weight".
Loading pretrained parameter "ffn.1.bias".
Moving model to cuda
Model 0 test prc-auc = 0.071626
Ensemble test prc-auc = 0.071626
Fold 5
Splitting data with seed 5
Class sizes
sars_cov_two_active 0: 98.39%, 1: 1.61%
Total size = 3,294 | train size = 3,294 | val size = 1,096 | test size = 1,086
With class_balance, effective train size = 106
Building model 0
MoleculeModel(
  (sigmoid): Sigmoid()
  (encoder): MPN(
    (encoder): ModuleList(
      (0): MPNEncoder(
        (dropout_layer): Dropout(p=0.35000000000000003, inplace=False)
        (act_func): ReLU()
        (W_i): Linear(in_features=147, out_features=1100, bias=False)
        (W_h): Linear(in_features=1100, out_features=1100, bias=False)
        (W_o): Linear(in_features=1233, out_features=1100, bias=True)
      )
    )
  )
  (ffn): Sequential(
    (0): Dropout(p=0.35000000000000003, inplace=False)
    (1): Linear(in_features=1328, out_features=1, bias=True)
  )
)
Number of parameters = 2,730,429
Moving model to cuda
Epoch 0
Validation prc-auc = 0.012364
Epoch 1
Validation prc-auc = 0.011415
Epoch 2
Validation prc-auc = 0.012454
Epoch 3
Validation prc-auc = 0.013544
Epoch 4
Loss = 7.6908e-01, PNorm = 50.2363, GNorm = 1.8782, lr_0 = 2.0385e-04
Loss = 6.7695e-01, PNorm = 50.2371, GNorm = 5.1776, lr_0 = 2.1077e-04
Validation prc-auc = 0.012990
Epoch 5
Validation prc-auc = 0.013275
Epoch 6
Validation prc-auc = 0.014818
Epoch 7
Validation prc-auc = 0.017885
Epoch 8
Validation prc-auc = 0.016706
Epoch 9
Loss = 8.0306e-01, PNorm = 50.2521, GNorm = 2.6431, lr_0 = 3.0077e-04
Validation prc-auc = 0.018476
Epoch 10
Validation prc-auc = 0.020126
Epoch 11
Validation prc-auc = 0.020375
Epoch 12
Validation prc-auc = 0.020363
Epoch 13
Validation prc-auc = 0.021600
Epoch 14
Loss = 7.4399e-01, PNorm = 50.2765, GNorm = 2.0126, lr_0 = 4.0462e-04
Validation prc-auc = 0.022643
Epoch 15
Validation prc-auc = 0.022244
Epoch 16
Validation prc-auc = 0.025508
Epoch 17
Validation prc-auc = 0.024037
Epoch 18
Loss = 6.9184e-01, PNorm = 50.3065, GNorm = 1.3671, lr_0 = 4.9462e-04
Loss = 6.6224e-01, PNorm = 50.3091, GNorm = 3.1602, lr_0 = 5.0154e-04
Validation prc-auc = 0.024696
Epoch 19
Validation prc-auc = 0.026343
Epoch 20
Validation prc-auc = 0.025188
Epoch 21
Validation prc-auc = 0.024349
Epoch 22
Validation prc-auc = 0.025654
Epoch 23
Loss = 7.1729e-01, PNorm = 50.3460, GNorm = 1.3847, lr_0 = 5.9846e-04
Loss = 7.0507e-01, PNorm = 50.3492, GNorm = 2.8404, lr_0 = 6.0538e-04
Validation prc-auc = 0.023499
Epoch 24
Validation prc-auc = 0.021567
Epoch 25
Validation prc-auc = 0.021520
Epoch 26
Validation prc-auc = 0.023250
Epoch 27
Validation prc-auc = 0.023213
Epoch 28
Loss = 6.6403e-01, PNorm = 50.3920, GNorm = 1.2293, lr_0 = 6.9538e-04
Validation prc-auc = 0.023437
Epoch 29
Validation prc-auc = 0.023570
Epoch 30
Validation prc-auc = 0.022740
Epoch 31
Validation prc-auc = 0.023456
Epoch 32
Validation prc-auc = 0.024051
Epoch 33
Loss = 7.0286e-01, PNorm = 50.4425, GNorm = 1.7541, lr_0 = 7.9923e-04
Validation prc-auc = 0.022488
Epoch 34
Validation prc-auc = 0.024293
Epoch 35
Validation prc-auc = 0.025375
Epoch 36
Validation prc-auc = 0.023552
Epoch 37
Loss = 6.3551e-01, PNorm = 50.4950, GNorm = 1.1878, lr_0 = 8.8923e-04
Loss = 7.1270e-01, PNorm = 50.4985, GNorm = 4.1069, lr_0 = 8.9615e-04
Validation prc-auc = 0.023803
Epoch 38
Validation prc-auc = 0.023537
Epoch 39
Validation prc-auc = 0.023278
Epoch 40
Validation prc-auc = 0.022714
Epoch 41
Validation prc-auc = 0.022208
Epoch 42
Loss = 7.3314e-01, PNorm = 50.5567, GNorm = 1.1845, lr_0 = 9.8615e-04
Validation prc-auc = 0.022486
Epoch 43
Validation prc-auc = 0.023513
Epoch 44
Validation prc-auc = 0.026760
Epoch 45
Validation prc-auc = 0.026873
Epoch 46
Validation prc-auc = 0.026764
Epoch 47
Loss = 5.9255e-01, PNorm = 50.6398, GNorm = 1.3544, lr_0 = 9.9977e-04
Validation prc-auc = 0.026237
Epoch 48
Validation prc-auc = 0.026892
Epoch 49
Validation prc-auc = 0.024679
Epoch 50
Validation prc-auc = 0.022460
Epoch 51
Loss = 5.9261e-01, PNorm = 50.7308, GNorm = 2.0324, lr_0 = 9.9954e-04
Loss = 7.9445e-01, PNorm = 50.7371, GNorm = 5.0557, lr_0 = 9.9952e-04
Validation prc-auc = 0.021957
Epoch 52
Validation prc-auc = 0.021585
Epoch 53
Validation prc-auc = 0.021371
Epoch 54
Validation prc-auc = 0.021050
Epoch 55
Validation prc-auc = 0.021641
Epoch 56
Loss = 6.4315e-01, PNorm = 50.8498, GNorm = 1.2519, lr_0 = 9.9927e-04
Loss = 6.5210e-01, PNorm = 50.8592, GNorm = 4.2356, lr_0 = 9.9926e-04
Validation prc-auc = 0.021318
Epoch 57
Validation prc-auc = 0.020431
Epoch 58
Validation prc-auc = 0.018765
Epoch 59
Validation prc-auc = 0.018160
Epoch 60
Validation prc-auc = 0.018717
Epoch 61
Loss = 6.6696e-01, PNorm = 50.9433, GNorm = 1.3225, lr_0 = 9.9903e-04
Validation prc-auc = 0.018567
Epoch 62
Validation prc-auc = 0.018474
Epoch 63
Validation prc-auc = 0.018120
Epoch 64
Validation prc-auc = 0.017998
Epoch 65
Validation prc-auc = 0.018280
Epoch 66
Loss = 5.7568e-01, PNorm = 51.0689, GNorm = 0.9266, lr_0 = 9.9876e-04
Validation prc-auc = 0.018109
Epoch 67
Validation prc-auc = 0.017640
Epoch 68
Validation prc-auc = 0.017928
Epoch 69
Validation prc-auc = 0.018791
Epoch 70
Loss = 6.0746e-01, PNorm = 51.1682, GNorm = 1.5480, lr_0 = 9.9853e-04
Loss = 7.2820e-01, PNorm = 51.1734, GNorm = 3.1704, lr_0 = 9.9851e-04
Validation prc-auc = 0.019187
Epoch 71
Validation prc-auc = 0.018517
Epoch 72
Validation prc-auc = 0.019027
Epoch 73
Validation prc-auc = 0.020326
Epoch 74
Validation prc-auc = 0.021814
Epoch 75
Loss = 4.9126e-01, PNorm = 51.2709, GNorm = 1.3344, lr_0 = 9.9828e-04
Validation prc-auc = 0.023526
Epoch 76
Validation prc-auc = 0.030376
Epoch 77
Validation prc-auc = 0.029431
Epoch 78
Validation prc-auc = 0.027686
Epoch 79
Validation prc-auc = 0.027835
Epoch 80
Loss = 6.1503e-01, PNorm = 51.3678, GNorm = 1.0140, lr_0 = 9.9802e-04
Validation prc-auc = 0.022679
Epoch 81
Validation prc-auc = 0.021924
Epoch 82
Validation prc-auc = 0.021861
Epoch 83
Validation prc-auc = 0.020688
Epoch 84
Loss = 5.5446e-01, PNorm = 51.4557, GNorm = 1.2669, lr_0 = 9.9779e-04
Loss = 4.1463e-01, PNorm = 51.4629, GNorm = 2.1620, lr_0 = 9.9777e-04
Validation prc-auc = 0.020531
Epoch 85
Validation prc-auc = 0.020654
Epoch 86
Validation prc-auc = 0.025169
Epoch 87
Validation prc-auc = 0.023953
Epoch 88
Validation prc-auc = 0.022619
Epoch 89
Loss = 6.3653e-01, PNorm = 51.5838, GNorm = 1.2367, lr_0 = 9.9752e-04
Loss = 5.9392e-01, PNorm = 51.5945, GNorm = 3.9685, lr_0 = 9.9750e-04
Validation prc-auc = 0.022125
Epoch 90
Validation prc-auc = 0.023417
Epoch 91
Validation prc-auc = 0.023490
Epoch 92
Validation prc-auc = 0.022770
Epoch 93
Validation prc-auc = 0.022696
Epoch 94
Loss = 4.8159e-01, PNorm = 51.7311, GNorm = 1.0708, lr_0 = 9.9727e-04
Validation prc-auc = 0.022467
Epoch 95
Validation prc-auc = 0.023564
Epoch 96
Validation prc-auc = 0.026962
Epoch 97
Validation prc-auc = 0.025061
Epoch 98
Validation prc-auc = 0.030579
Epoch 99
Loss = 6.6868e-01, PNorm = 51.8879, GNorm = 4.0080, lr_0 = 9.9701e-04
Validation prc-auc = 0.023850
Epoch 100
Validation prc-auc = 0.021155
Epoch 101
Validation prc-auc = 0.023080
Epoch 102
Validation prc-auc = 0.025547
Epoch 103
Loss = 5.4600e-01, PNorm = 52.0508, GNorm = 1.1099, lr_0 = 9.9678e-04
Loss = 6.0565e-01, PNorm = 52.0645, GNorm = 2.5426, lr_0 = 9.9676e-04
Validation prc-auc = 0.027715
Epoch 104
Validation prc-auc = 0.027123
Epoch 105
Validation prc-auc = 0.027812
Epoch 106
Validation prc-auc = 0.026580
Epoch 107
Validation prc-auc = 0.025658
Epoch 108
Loss = 5.0116e-01, PNorm = 52.2358, GNorm = 1.0873, lr_0 = 9.9651e-04
Validation prc-auc = 0.024361
Epoch 109
Validation prc-auc = 0.024080
Epoch 110
Validation prc-auc = 0.024975
Epoch 111
Validation prc-auc = 0.024665
Epoch 112
Validation prc-auc = 0.028994
Epoch 113
Loss = 6.0990e-01, PNorm = 52.3805, GNorm = 1.0480, lr_0 = 9.9627e-04
Validation prc-auc = 0.030538
Epoch 114
Validation prc-auc = 0.033281
Epoch 115
Validation prc-auc = 0.036716
Epoch 116
Validation prc-auc = 0.035531
Epoch 117
Loss = 5.1579e-01, PNorm = 52.5377, GNorm = 2.1011, lr_0 = 9.9604e-04
Loss = 4.0225e-01, PNorm = 52.5507, GNorm = 2.3717, lr_0 = 9.9602e-04
Validation prc-auc = 0.028041
Epoch 118
Validation prc-auc = 0.027398
Epoch 119
Validation prc-auc = 0.030244
Epoch 120
Validation prc-auc = 0.029654
Epoch 121
Validation prc-auc = 0.024381
Epoch 122
Loss = 4.9893e-01, PNorm = 52.7419, GNorm = 1.0404, lr_0 = 9.9577e-04
Loss = 7.1819e-01, PNorm = 52.7532, GNorm = 3.9495, lr_0 = 9.9575e-04
Validation prc-auc = 0.026036
Epoch 123
Validation prc-auc = 0.027104
Epoch 124
Validation prc-auc = 0.023489
Epoch 125
Validation prc-auc = 0.024706
Epoch 126
Validation prc-auc = 0.026337
Epoch 127
Loss = 5.5506e-01, PNorm = 52.9284, GNorm = 2.1197, lr_0 = 9.9552e-04
Validation prc-auc = 0.024243
Epoch 128
Validation prc-auc = 0.022901
Epoch 129
Validation prc-auc = 0.028836
Epoch 130
Validation prc-auc = 0.024774
Epoch 131
Validation prc-auc = 0.024938
Epoch 132
Loss = 4.7882e-01, PNorm = 53.1326, GNorm = 1.6345, lr_0 = 9.9526e-04
Validation prc-auc = 0.031648
Epoch 133
Validation prc-auc = 0.033079
Epoch 134
Validation prc-auc = 0.035164
Epoch 135
Validation prc-auc = 0.036671
Epoch 136
Loss = 3.9924e-01, PNorm = 53.3087, GNorm = 0.9136, lr_0 = 9.9503e-04
Loss = 3.2371e-01, PNorm = 53.3233, GNorm = 1.9970, lr_0 = 9.9501e-04
Validation prc-auc = 0.036398
Epoch 137
Validation prc-auc = 0.031029
Epoch 138
Validation prc-auc = 0.026269
Epoch 139
Validation prc-auc = 0.026087
Epoch 140
Validation prc-auc = 0.031203
Epoch 141
Loss = 4.5383e-01, PNorm = 53.5044, GNorm = 1.2901, lr_0 = 9.9477e-04
Validation prc-auc = 0.025802
Epoch 142
Validation prc-auc = 0.027757
Epoch 143
Validation prc-auc = 0.030583
Epoch 144
Validation prc-auc = 0.028600
Epoch 145
Validation prc-auc = 0.029619
Epoch 146
Loss = 3.0907e-01, PNorm = 53.7415, GNorm = 1.2901, lr_0 = 9.9452e-04
Validation prc-auc = 0.028602
Epoch 147
Validation prc-auc = 0.028278
Epoch 148
Validation prc-auc = 0.023608
Epoch 149
Validation prc-auc = 0.021219
Epoch 150
Loss = 4.0479e-01, PNorm = 54.0072, GNorm = 1.6854, lr_0 = 9.9429e-04
Loss = 2.4223e-01, PNorm = 54.0291, GNorm = 2.6389, lr_0 = 9.9427e-04
Validation prc-auc = 0.020391
Epoch 151
Validation prc-auc = 0.025789
Epoch 152
Validation prc-auc = 0.026007
Epoch 153
Validation prc-auc = 0.026914
Epoch 154
Validation prc-auc = 0.030891
Epoch 155
Loss = 2.7999e-01, PNorm = 54.3387, GNorm = 1.3388, lr_0 = 9.9403e-04
Loss = 3.8210e-01, PNorm = 54.3597, GNorm = 3.5969, lr_0 = 9.9401e-04
Validation prc-auc = 0.039309
Epoch 156
Validation prc-auc = 0.024858
Epoch 157
Validation prc-auc = 0.027009
Epoch 158
Validation prc-auc = 0.024138
Epoch 159
Validation prc-auc = 0.028210
Epoch 160
Loss = 3.0172e-01, PNorm = 54.6442, GNorm = 1.6042, lr_0 = 9.9378e-04
Validation prc-auc = 0.028363
Epoch 161
Validation prc-auc = 0.026763
Epoch 162
Validation prc-auc = 0.027880
Epoch 163
Validation prc-auc = 0.023205
Epoch 164
Validation prc-auc = 0.026504
Epoch 165
Loss = 4.9471e-01, PNorm = 54.9732, GNorm = 4.0548, lr_0 = 9.9351e-04
Validation prc-auc = 0.031991
Epoch 166
Validation prc-auc = 0.029270
Epoch 167
Validation prc-auc = 0.029386
Epoch 168
Validation prc-auc = 0.031201
Epoch 169
Loss = 3.8808e-01, PNorm = 55.2327, GNorm = 1.4863, lr_0 = 9.9329e-04
Loss = 6.2897e-02, PNorm = 55.2506, GNorm = 1.1238, lr_0 = 9.9327e-04
Validation prc-auc = 0.027351
Epoch 170
Validation prc-auc = 0.039451
Epoch 171
Validation prc-auc = 0.031293
Epoch 172
Validation prc-auc = 0.025851
Epoch 173
Validation prc-auc = 0.026421
Epoch 174
Loss = 3.1332e-01, PNorm = 55.5286, GNorm = 2.3380, lr_0 = 9.9302e-04
Validation prc-auc = 0.029120
Epoch 175
Validation prc-auc = 0.029380
Epoch 176
Validation prc-auc = 0.027986
Epoch 177
Validation prc-auc = 0.029362
Epoch 178
Validation prc-auc = 0.030965
Epoch 179
Loss = 1.6678e-01, PNorm = 55.8271, GNorm = 1.1807, lr_0 = 9.9277e-04
Validation prc-auc = 0.028722
Epoch 180
Validation prc-auc = 0.026345
Epoch 181
Validation prc-auc = 0.027608
Epoch 182
Validation prc-auc = 0.032109
Epoch 183
Loss = 2.1191e-01, PNorm = 56.1240, GNorm = 2.7210, lr_0 = 9.9253e-04
Validation prc-auc = 0.028845
Epoch 184
Validation prc-auc = 0.025565
Epoch 185
Validation prc-auc = 0.027458
Epoch 186
Validation prc-auc = 0.026833
Epoch 187
Validation prc-auc = 0.024988
Epoch 188
Loss = 1.4866e-01, PNorm = 56.4419, GNorm = 1.4730, lr_0 = 9.9228e-04
Loss = 9.8229e-03, PNorm = 56.4642, GNorm = 0.2464, lr_0 = 9.9226e-04
Validation prc-auc = 0.024166
Epoch 189
Validation prc-auc = 0.030593
Epoch 190
Validation prc-auc = 0.035445
Epoch 191
Validation prc-auc = 0.035817
Epoch 192
Validation prc-auc = 0.031920
Epoch 193
Loss = 2.7226e-01, PNorm = 56.7186, GNorm = 2.1403, lr_0 = 9.9204e-04
Validation prc-auc = 0.032714
Epoch 194
Validation prc-auc = 0.028135
Epoch 195
Validation prc-auc = 0.022484
Epoch 196
Validation prc-auc = 0.020353
Epoch 197
Validation prc-auc = 0.021161
Epoch 198
Loss = 4.7433e-01, PNorm = 56.9810, GNorm = 2.2800, lr_0 = 9.9177e-04
Validation prc-auc = 0.026583
Epoch 199
Validation prc-auc = 0.031114
Epoch 200
Validation prc-auc = 0.033979
Epoch 201
Validation prc-auc = 0.030541
Epoch 202
Loss = 2.0723e-01, PNorm = 57.2966, GNorm = 1.2981, lr_0 = 9.9154e-04
Loss = 1.4539e-01, PNorm = 57.3173, GNorm = 1.7926, lr_0 = 9.9153e-04
Validation prc-auc = 0.027568
Epoch 203
Validation prc-auc = 0.028377
Epoch 204
Validation prc-auc = 0.028272
Epoch 205
Validation prc-auc = 0.032295
Epoch 206
Validation prc-auc = 0.031194
Epoch 207
Loss = 1.8975e-01, PNorm = 57.5574, GNorm = 1.8740, lr_0 = 9.9128e-04
Loss = 3.3194e-01, PNorm = 57.5751, GNorm = 5.3394, lr_0 = 9.9126e-04
Validation prc-auc = 0.031595
Epoch 208
Validation prc-auc = 0.031060
Epoch 209
Validation prc-auc = 0.030189
Epoch 210
Validation prc-auc = 0.031356
Epoch 211
Validation prc-auc = 0.031222
Epoch 212
Loss = 1.8157e-01, PNorm = 57.7886, GNorm = 1.0672, lr_0 = 9.9103e-04
Validation prc-auc = 0.029313
Epoch 213
Validation prc-auc = 0.029762
Epoch 214
Validation prc-auc = 0.033454
Epoch 215
Validation prc-auc = 0.039153
Epoch 216
Loss = 1.3881e-01, PNorm = 58.0499, GNorm = 0.7238, lr_0 = 9.9079e-04
Validation prc-auc = 0.035303
Epoch 217
Validation prc-auc = 0.032155
Epoch 218
Validation prc-auc = 0.029552
Epoch 219
Validation prc-auc = 0.027984
Epoch 220
Validation prc-auc = 0.028462
Epoch 221
Loss = 1.4076e-01, PNorm = 58.2544, GNorm = 1.1231, lr_0 = 9.9054e-04
Loss = 6.8604e-02, PNorm = 58.2660, GNorm = 1.4142, lr_0 = 9.9052e-04
Validation prc-auc = 0.026183
Epoch 222
Validation prc-auc = 0.024803
Epoch 223
Validation prc-auc = 0.027169
Epoch 224
Validation prc-auc = 0.034058
Epoch 225
Validation prc-auc = 0.033156
Epoch 226
Loss = 5.0525e-02, PNorm = 58.4222, GNorm = 0.6250, lr_0 = 9.9030e-04
Validation prc-auc = 0.027075
Epoch 227
Validation prc-auc = 0.025660
Epoch 228
Validation prc-auc = 0.027233
Epoch 229
Validation prc-auc = 0.028826
Epoch 230
Validation prc-auc = 0.026481
Epoch 231
Loss = 2.1072e-01, PNorm = 58.6534, GNorm = 2.0821, lr_0 = 9.9003e-04
Validation prc-auc = 0.023152
Epoch 232
Validation prc-auc = 0.023221
Epoch 233
Validation prc-auc = 0.025210
Epoch 234
Validation prc-auc = 0.029155
Epoch 235
Loss = 1.4975e-01, PNorm = 58.8395, GNorm = 0.8816, lr_0 = 9.8980e-04
Loss = 5.8243e-02, PNorm = 58.8538, GNorm = 1.3467, lr_0 = 9.8979e-04
Validation prc-auc = 0.032682
Epoch 236
Validation prc-auc = 0.032240
Epoch 237
Validation prc-auc = 0.030143
Epoch 238
Validation prc-auc = 0.031225
Epoch 239
Validation prc-auc = 0.031304
Epoch 240
Loss = 1.1750e-01, PNorm = 59.0469, GNorm = 1.1502, lr_0 = 9.8954e-04
Loss = 2.4133e-02, PNorm = 59.0592, GNorm = 0.7286, lr_0 = 9.8952e-04
Validation prc-auc = 0.030388
Epoch 241
Validation prc-auc = 0.030337
Epoch 242
Validation prc-auc = 0.029367
Epoch 243
Validation prc-auc = 0.025873
Epoch 244
Validation prc-auc = 0.027052
Epoch 245
Loss = 3.1619e-01, PNorm = 59.2391, GNorm = 2.3075, lr_0 = 9.8930e-04
Validation prc-auc = 0.031756
Epoch 246
Validation prc-auc = 0.036119
Epoch 247
Validation prc-auc = 0.040184
Epoch 248
Validation prc-auc = 0.040254
Epoch 249
Loss = 1.8969e-01, PNorm = 59.4483, GNorm = 0.1139, lr_0 = 9.8905e-04
Validation prc-auc = 0.041571
Epoch 250
Validation prc-auc = 0.040830
Epoch 251
Validation prc-auc = 0.042189
Epoch 252
Validation prc-auc = 0.041016
Epoch 253
Validation prc-auc = 0.043684
Epoch 254
Loss = 1.6489e-01, PNorm = 59.6045, GNorm = 1.5737, lr_0 = 9.8880e-04
Loss = 1.0757e-01, PNorm = 59.6153, GNorm = 1.8392, lr_0 = 9.8879e-04
Validation prc-auc = 0.044705
Epoch 255
Validation prc-auc = 0.041565
Epoch 256
Validation prc-auc = 0.037328
Epoch 257
Validation prc-auc = 0.035416
Epoch 258
Validation prc-auc = 0.033466
Epoch 259
Loss = 6.2253e-02, PNorm = 59.7385, GNorm = 0.6097, lr_0 = 9.8856e-04
Validation prc-auc = 0.032036
Epoch 260
Validation prc-auc = 0.032220
Epoch 261
Validation prc-auc = 0.031255
Epoch 262
Validation prc-auc = 0.029598
Epoch 263
Validation prc-auc = 0.025127
Epoch 264
Loss = 2.9754e-01, PNorm = 59.8676, GNorm = 5.6400, lr_0 = 9.8830e-04
Validation prc-auc = 0.023290
Epoch 265
Validation prc-auc = 0.025350
Epoch 266
Validation prc-auc = 0.028158
Epoch 267
Validation prc-auc = 0.030328
Epoch 268
Loss = 1.3427e-01, PNorm = 60.1291, GNorm = 1.9590, lr_0 = 9.8807e-04
Loss = 4.3470e-02, PNorm = 60.1513, GNorm = 1.7929, lr_0 = 9.8805e-04
Validation prc-auc = 0.028231
Epoch 269
Validation prc-auc = 0.031296
Epoch 270
Validation prc-auc = 0.033056
Epoch 271
Validation prc-auc = 0.032175
Epoch 272
Validation prc-auc = 0.029417
Epoch 273
Loss = 1.0051e-01, PNorm = 60.4043, GNorm = 1.9177, lr_0 = 9.8781e-04
Loss = 7.6860e-02, PNorm = 60.4187, GNorm = 1.8798, lr_0 = 9.8779e-04
Validation prc-auc = 0.028147
Epoch 274
Validation prc-auc = 0.026320
Epoch 275
Validation prc-auc = 0.023637
Epoch 276
Validation prc-auc = 0.023496
Epoch 277
Validation prc-auc = 0.026146
Epoch 278
Loss = 3.3569e-01, PNorm = 60.5837, GNorm = 2.7454, lr_0 = 9.8756e-04
Validation prc-auc = 0.027220
Epoch 279
Validation prc-auc = 0.027036
Epoch 280
Validation prc-auc = 0.026488
Epoch 281
Validation prc-auc = 0.026027
Epoch 282
Validation prc-auc = 0.034072
Epoch 283
Loss = 2.0182e-01, PNorm = 60.8116, GNorm = 1.5120, lr_0 = 9.8730e-04
Validation prc-auc = 0.042104
Epoch 284
Validation prc-auc = 0.031362
Epoch 285
Validation prc-auc = 0.026393
Epoch 286
Validation prc-auc = 0.033387
Epoch 287
Loss = 9.0878e-02, PNorm = 61.0315, GNorm = 1.1804, lr_0 = 9.8707e-04
Loss = 1.5045e-01, PNorm = 61.0504, GNorm = 1.9871, lr_0 = 9.8705e-04
Validation prc-auc = 0.035667
Epoch 288
Validation prc-auc = 0.028487
Epoch 289
Validation prc-auc = 0.023216
Epoch 290
Validation prc-auc = 0.023102
Epoch 291
Validation prc-auc = 0.029782
Epoch 292
Loss = 1.4572e-01, PNorm = 61.2606, GNorm = 1.1475, lr_0 = 9.8683e-04
Validation prc-auc = 0.032280
Epoch 293
Validation prc-auc = 0.030910
Epoch 294
Validation prc-auc = 0.032594
Epoch 295
Validation prc-auc = 0.033911
Epoch 296
Validation prc-auc = 0.040732
Epoch 297
Loss = 1.7955e-01, PNorm = 61.4639, GNorm = 3.4113, lr_0 = 9.8656e-04
Validation prc-auc = 0.037629
Epoch 298
Validation prc-auc = 0.027513
Epoch 299
Validation prc-auc = 0.030599
Epoch 300
Validation prc-auc = 0.035090
Epoch 301
Loss = 3.8572e-01, PNorm = 61.7141, GNorm = 3.3120, lr_0 = 9.8634e-04
Loss = 2.0482e-01, PNorm = 61.7364, GNorm = 3.0584, lr_0 = 9.8632e-04
Validation prc-auc = 0.037652
Epoch 302
Validation prc-auc = 0.037963
Epoch 303
Validation prc-auc = 0.038410
Epoch 304
Validation prc-auc = 0.036494
Epoch 305
Validation prc-auc = 0.034300
Epoch 306
Loss = 1.2756e-01, PNorm = 62.0160, GNorm = 1.0710, lr_0 = 9.8607e-04
Loss = 5.0718e-02, PNorm = 62.0318, GNorm = 1.1695, lr_0 = 9.8606e-04
Validation prc-auc = 0.032226
Epoch 307
Validation prc-auc = 0.030910
Epoch 308
Validation prc-auc = 0.030453
Epoch 309
Validation prc-auc = 0.029718
Epoch 310
Validation prc-auc = 0.029191
Epoch 311
Loss = 1.2124e-01, PNorm = 62.1756, GNorm = 1.2074, lr_0 = 9.8583e-04
Validation prc-auc = 0.029170
Epoch 312
Validation prc-auc = 0.028166
Epoch 313
Validation prc-auc = 0.028469
Epoch 314
Validation prc-auc = 0.028696
Epoch 315
Validation prc-auc = 0.029538
Epoch 316
Loss = 3.6962e-02, PNorm = 62.2814, GNorm = 0.5374, lr_0 = 9.8557e-04
Validation prc-auc = 0.029322
Epoch 317
Validation prc-auc = 0.026981
Epoch 318
Validation prc-auc = 0.026872
Epoch 319
Validation prc-auc = 0.029233
Epoch 320
Loss = 1.7702e-01, PNorm = 62.4139, GNorm = 2.9710, lr_0 = 9.8534e-04
Loss = 1.9902e-01, PNorm = 62.4313, GNorm = 3.6521, lr_0 = 9.8532e-04
Validation prc-auc = 0.032756
Epoch 321
Validation prc-auc = 0.033739
Epoch 322
Validation prc-auc = 0.033854
Epoch 323
Validation prc-auc = 0.033162
Epoch 324
Validation prc-auc = 0.032223
Epoch 325
Loss = 1.8065e-01, PNorm = 62.6797, GNorm = 3.0613, lr_0 = 9.8509e-04
Validation prc-auc = 0.034457
Epoch 326
Validation prc-auc = 0.033988
Epoch 327
Validation prc-auc = 0.034249
Epoch 328
Validation prc-auc = 0.035998
Epoch 329
Validation prc-auc = 0.032765
Epoch 330
Loss = 4.7770e-02, PNorm = 62.9037, GNorm = 0.5052, lr_0 = 9.8483e-04
Validation prc-auc = 0.031216
Epoch 331
Validation prc-auc = 0.030071
Epoch 332
Validation prc-auc = 0.028895
Epoch 333
Validation prc-auc = 0.026669
Epoch 334
Loss = 6.2778e-02, PNorm = 63.0255, GNorm = 1.4607, lr_0 = 9.8461e-04
Loss = 5.9695e-03, PNorm = 63.0338, GNorm = 0.1832, lr_0 = 9.8459e-04
Validation prc-auc = 0.025025
Epoch 335
Validation prc-auc = 0.023944
Epoch 336
Validation prc-auc = 0.023318
Epoch 337
Validation prc-auc = 0.023508
Epoch 338
Validation prc-auc = 0.025073
Epoch 339
Loss = 8.6792e-02, PNorm = 63.1248, GNorm = 0.9011, lr_0 = 9.8434e-04
Loss = 1.0101e+00, PNorm = 63.1285, GNorm = 6.8538, lr_0 = 9.8433e-04
Validation prc-auc = 0.025021
Epoch 340
Validation prc-auc = 0.024690
Epoch 341
Validation prc-auc = 0.025830
Epoch 342
Validation prc-auc = 0.026451
Epoch 343
Validation prc-auc = 0.028331
Epoch 344
Loss = 1.1341e-01, PNorm = 63.2348, GNorm = 1.0365, lr_0 = 9.8410e-04
Validation prc-auc = 0.028489
Epoch 345
Validation prc-auc = 0.028354
Epoch 346
Validation prc-auc = 0.028238
Epoch 347
Validation prc-auc = 0.028975
Epoch 348
Validation prc-auc = 0.027703
Epoch 349
Loss = 8.0264e-02, PNorm = 63.3530, GNorm = 0.7423, lr_0 = 9.8384e-04
Validation prc-auc = 0.026011
Epoch 350
Validation prc-auc = 0.026419
Epoch 351
Validation prc-auc = 0.026786
Epoch 352
Validation prc-auc = 0.027469
Epoch 353
Loss = 4.5237e-02, PNorm = 63.4593, GNorm = 0.3412, lr_0 = 9.8361e-04
Loss = 4.0455e-02, PNorm = 63.4655, GNorm = 1.5177, lr_0 = 9.8359e-04
Validation prc-auc = 0.027700
Epoch 354
Validation prc-auc = 0.027907
Epoch 355
Validation prc-auc = 0.027212
Epoch 356
Validation prc-auc = 0.026919
Epoch 357
Validation prc-auc = 0.026104
Epoch 358
Loss = 4.9128e-02, PNorm = 63.5278, GNorm = 0.6358, lr_0 = 9.8335e-04
Validation prc-auc = 0.024970
Epoch 359
Validation prc-auc = 0.024317
Epoch 360
Validation prc-auc = 0.024196
Epoch 361
Validation prc-auc = 0.024482
Epoch 362
Validation prc-auc = 0.024416
Epoch 363
Loss = 1.8316e-02, PNorm = 63.5982, GNorm = 0.2251, lr_0 = 9.8311e-04
Validation prc-auc = 0.024560
Epoch 364
Validation prc-auc = 0.026025
Epoch 365
Validation prc-auc = 0.029304
Epoch 366
Validation prc-auc = 0.030924
Epoch 367
Loss = 1.8949e-01, PNorm = 63.6916, GNorm = 1.6210, lr_0 = 9.8288e-04
Loss = 2.6077e-02, PNorm = 63.6998, GNorm = 1.0215, lr_0 = 9.8286e-04
Validation prc-auc = 0.031927
Epoch 368
Validation prc-auc = 0.030823
Epoch 369
Validation prc-auc = 0.029627
Epoch 370
Validation prc-auc = 0.029197
Epoch 371
Validation prc-auc = 0.029918
Epoch 372
Loss = 8.4639e-02, PNorm = 63.8257, GNorm = 0.7924, lr_0 = 9.8262e-04
Loss = 1.5019e-02, PNorm = 63.8345, GNorm = 0.5041, lr_0 = 9.8260e-04
Validation prc-auc = 0.030459
Epoch 373
Validation prc-auc = 0.030669
Epoch 374
Validation prc-auc = 0.030166
Epoch 375
Validation prc-auc = 0.027797
Epoch 376
Validation prc-auc = 0.028801
Epoch 377
Loss = 1.1206e-01, PNorm = 64.0048, GNorm = 1.3223, lr_0 = 9.8237e-04
Validation prc-auc = 0.034091
Epoch 378
Validation prc-auc = 0.039246
Epoch 379
Validation prc-auc = 0.040336
Epoch 380
Validation prc-auc = 0.040933
Epoch 381
Validation prc-auc = 0.039153
Epoch 382
Loss = 5.3888e-02, PNorm = 64.2132, GNorm = 0.8486, lr_0 = 9.8211e-04
Validation prc-auc = 0.033419
Epoch 383
Validation prc-auc = 0.031899
Epoch 384
Validation prc-auc = 0.031754
Epoch 385
Validation prc-auc = 0.031841
Epoch 386
Loss = 2.2983e-01, PNorm = 64.3820, GNorm = 1.9683, lr_0 = 9.8189e-04
Loss = 1.2240e-01, PNorm = 64.3960, GNorm = 1.9678, lr_0 = 9.8187e-04
Validation prc-auc = 0.034194
Epoch 387
Validation prc-auc = 0.032936
Epoch 388
Validation prc-auc = 0.033112
Epoch 389
Validation prc-auc = 0.033351
Epoch 390
Validation prc-auc = 0.033237
Epoch 391
Loss = 7.5918e-02, PNorm = 64.5757, GNorm = 1.0529, lr_0 = 9.8163e-04
Validation prc-auc = 0.032904
Epoch 392
Validation prc-auc = 0.029973
Epoch 393
Validation prc-auc = 0.030770
Epoch 394
Validation prc-auc = 0.029646
Epoch 395
Validation prc-auc = 0.029722
Epoch 396
Loss = 2.4567e-02, PNorm = 64.6964, GNorm = 0.6220, lr_0 = 9.8138e-04
Validation prc-auc = 0.030113
Epoch 397
Validation prc-auc = 0.029765
Epoch 398
Validation prc-auc = 0.030731
Epoch 399
Validation prc-auc = 0.030552
Epoch 400
Loss = 2.8067e-02, PNorm = 64.7942, GNorm = 0.2878, lr_0 = 9.8116e-04
Loss = 1.0311e-02, PNorm = 64.8015, GNorm = 0.2940, lr_0 = 9.8114e-04
Validation prc-auc = 0.030906
Epoch 401
Validation prc-auc = 0.031190
Epoch 402
Validation prc-auc = 0.030883
Epoch 403
Validation prc-auc = 0.030383
Epoch 404
Validation prc-auc = 0.028878
Epoch 405
Loss = 4.8872e-02, PNorm = 64.8802, GNorm = 0.6070, lr_0 = 9.8089e-04
Loss = 4.1021e-02, PNorm = 64.8874, GNorm = 2.1269, lr_0 = 9.8088e-04
Validation prc-auc = 0.028995
Epoch 406
Validation prc-auc = 0.028169
Epoch 407
Validation prc-auc = 0.028165
Epoch 408
Validation prc-auc = 0.029455
Epoch 409
Validation prc-auc = 0.032991
Epoch 410
Loss = 1.7069e-01, PNorm = 65.0410, GNorm = 2.2813, lr_0 = 9.8065e-04
Validation prc-auc = 0.033523
Epoch 411
Validation prc-auc = 0.035272
Epoch 412
Validation prc-auc = 0.030457
Epoch 413
Validation prc-auc = 0.027396
Epoch 414
Validation prc-auc = 0.027016
Epoch 415
Loss = 7.4199e-02, PNorm = 65.3158, GNorm = 1.6484, lr_0 = 9.8039e-04
Validation prc-auc = 0.026985
Epoch 416
Validation prc-auc = 0.026484
Epoch 417
Validation prc-auc = 0.026286
Epoch 418
Validation prc-auc = 0.026167
Epoch 419
Loss = 1.3925e-01, PNorm = 65.5304, GNorm = 1.9568, lr_0 = 9.8016e-04
Loss = 7.7388e-04, PNorm = 65.5473, GNorm = 0.0184, lr_0 = 9.8015e-04
Validation prc-auc = 0.026103
Epoch 420
Validation prc-auc = 0.026809
Epoch 421
Validation prc-auc = 0.028072
Epoch 422
Validation prc-auc = 0.028354
Epoch 423
Validation prc-auc = 0.028947
Epoch 424
Loss = 1.0981e-01, PNorm = 65.7355, GNorm = 0.5143, lr_0 = 9.7990e-04
Validation prc-auc = 0.028313
Epoch 425
Validation prc-auc = 0.027680
Epoch 426
Validation prc-auc = 0.027338
Epoch 427
Validation prc-auc = 0.027734
Epoch 428
Validation prc-auc = 0.027645
Epoch 429
Loss = 1.6572e-01, PNorm = 65.8567, GNorm = 1.2629, lr_0 = 9.7966e-04
Validation prc-auc = 0.027640
Epoch 430
Validation prc-auc = 0.027875
Epoch 431
Validation prc-auc = 0.028512
Epoch 432
Validation prc-auc = 0.028690
Epoch 433
Loss = 2.7807e-02, PNorm = 65.9437, GNorm = 0.4106, lr_0 = 9.7942e-04
Validation prc-auc = 0.027811
Epoch 434
Validation prc-auc = 0.026978
Epoch 435
Validation prc-auc = 0.026786
Epoch 436
Validation prc-auc = 0.027257
Epoch 437
Validation prc-auc = 0.027024
Epoch 438
Loss = 6.5738e-02, PNorm = 66.0004, GNorm = 1.8139, lr_0 = 9.7917e-04
Loss = 5.3772e-03, PNorm = 66.0029, GNorm = 0.2031, lr_0 = 9.7916e-04
Validation prc-auc = 0.027289
Epoch 439
Validation prc-auc = 0.026199
Epoch 440
Validation prc-auc = 0.025745
Epoch 441
Validation prc-auc = 0.025387
Epoch 442
Validation prc-auc = 0.025688
Epoch 443
Loss = 2.4746e-01, PNorm = 66.0510, GNorm = 2.6747, lr_0 = 9.7893e-04
Validation prc-auc = 0.026583
Epoch 444
Validation prc-auc = 0.029094
Epoch 445
Validation prc-auc = 0.027569
Epoch 446
Validation prc-auc = 0.029860
Epoch 447
Validation prc-auc = 0.031313
Epoch 448
Loss = 9.7037e-02, PNorm = 66.1823, GNorm = 2.7195, lr_0 = 9.7867e-04
Validation prc-auc = 0.032531
Epoch 449
Validation prc-auc = 0.033557
Epoch 450
Validation prc-auc = 0.034197
Epoch 451
Validation prc-auc = 0.033236
Epoch 452
Loss = 2.4315e-01, PNorm = 66.3517, GNorm = 1.2732, lr_0 = 9.7845e-04
Loss = 1.7909e-02, PNorm = 66.3623, GNorm = 0.5645, lr_0 = 9.7843e-04
Validation prc-auc = 0.034102
Epoch 453
Validation prc-auc = 0.034869
Epoch 454
Validation prc-auc = 0.032178
Epoch 455
Validation prc-auc = 0.029142
Epoch 456
Validation prc-auc = 0.029168
Epoch 457
Loss = 5.7838e-02, PNorm = 66.5018, GNorm = 0.8784, lr_0 = 9.7819e-04
Loss = 5.0044e-02, PNorm = 66.5146, GNorm = 1.1980, lr_0 = 9.7817e-04
Validation prc-auc = 0.028813
Epoch 458
Validation prc-auc = 0.028087
Epoch 459
Validation prc-auc = 0.028183
Epoch 460
Validation prc-auc = 0.027142
Epoch 461
Validation prc-auc = 0.027139
Epoch 462
Loss = 5.1331e-02, PNorm = 66.6842, GNorm = 1.0930, lr_0 = 9.7794e-04
Validation prc-auc = 0.026526
Epoch 463
Validation prc-auc = 0.026013
Epoch 464
Validation prc-auc = 0.025390
Epoch 465
Validation prc-auc = 0.024967
Epoch 466
Loss = 3.4981e-02, PNorm = 66.8066, GNorm = 0.0320, lr_0 = 9.7770e-04
Validation prc-auc = 0.024755
Epoch 467
Validation prc-auc = 0.024695
Epoch 468
Validation prc-auc = 0.025940
Epoch 469
Validation prc-auc = 0.026913
Epoch 470
Validation prc-auc = 0.027251
Epoch 471
Loss = 7.0122e-02, PNorm = 66.9034, GNorm = 0.4314, lr_0 = 9.7746e-04
Loss = 3.1400e-02, PNorm = 66.9102, GNorm = 1.0969, lr_0 = 9.7744e-04
Validation prc-auc = 0.027228
Epoch 472
Validation prc-auc = 0.028122
Epoch 473
Validation prc-auc = 0.028993
Epoch 474
Validation prc-auc = 0.028859
Epoch 475
Validation prc-auc = 0.028355
Epoch 476
Loss = 2.1261e-02, PNorm = 66.9857, GNorm = 0.4564, lr_0 = 9.7721e-04
Validation prc-auc = 0.027302
Epoch 477
Validation prc-auc = 0.027244
Epoch 478
Validation prc-auc = 0.027618
Epoch 479
Validation prc-auc = 0.028322
Epoch 480
Validation prc-auc = 0.027940
Epoch 481
Loss = 1.6839e-02, PNorm = 67.0838, GNorm = 0.3363, lr_0 = 9.7695e-04
Validation prc-auc = 0.028288
Epoch 482
Validation prc-auc = 0.028042
Epoch 483
Validation prc-auc = 0.028042
Epoch 484
Validation prc-auc = 0.028026
Epoch 485
Loss = 2.0182e-02, PNorm = 67.1549, GNorm = 0.4908, lr_0 = 9.7673e-04
Loss = 9.0820e-02, PNorm = 67.1613, GNorm = 3.3567, lr_0 = 9.7671e-04
Validation prc-auc = 0.027823
Epoch 486
Validation prc-auc = 0.027332
Epoch 487
Validation prc-auc = 0.026318
Epoch 488
Validation prc-auc = 0.025549
Epoch 489
Validation prc-auc = 0.025262
Epoch 490
Loss = 6.3709e-02, PNorm = 67.2367, GNorm = 0.2712, lr_0 = 9.7647e-04
Loss = 2.4127e-03, PNorm = 67.2431, GNorm = 0.1720, lr_0 = 9.7645e-04
Validation prc-auc = 0.025302
Epoch 491
Validation prc-auc = 0.025239
Epoch 492
Validation prc-auc = 0.025105
Epoch 493
Validation prc-auc = 0.026957
Epoch 494
Validation prc-auc = 0.027380
Epoch 495
Loss = 8.7177e-02, PNorm = 67.3611, GNorm = 1.3301, lr_0 = 9.7623e-04
Validation prc-auc = 0.027301
Epoch 496
Validation prc-auc = 0.027059
Epoch 497
Validation prc-auc = 0.027651
Epoch 498
Validation prc-auc = 0.028201
Epoch 499
Loss = 1.0733e-01, PNorm = 67.5291, GNorm = 5.1401, lr_0 = 9.7599e-04
Validation prc-auc = 0.029254
Epoch 500
Validation prc-auc = 0.028106
Epoch 501
Validation prc-auc = 0.029819
Epoch 502
Validation prc-auc = 0.031192
Epoch 503
Validation prc-auc = 0.031629
Epoch 504
Loss = 9.0191e-02, PNorm = 67.6692, GNorm = 1.8805, lr_0 = 9.7574e-04
Loss = 3.0366e-01, PNorm = 67.6803, GNorm = 8.2493, lr_0 = 9.7573e-04
Validation prc-auc = 0.031176
Epoch 505
Validation prc-auc = 0.029960
Epoch 506
Validation prc-auc = 0.029170
Epoch 507
Validation prc-auc = 0.029811
Epoch 508
Validation prc-auc = 0.030042
Epoch 509
Loss = 3.9919e-02, PNorm = 67.8615, GNorm = 0.9349, lr_0 = 9.7550e-04
Validation prc-auc = 0.030291
Epoch 510
Validation prc-auc = 0.030163
Epoch 511
Validation prc-auc = 0.029169
Epoch 512
Validation prc-auc = 0.029625
Epoch 513
Validation prc-auc = 0.030931
Epoch 514
Loss = 4.0169e-02, PNorm = 67.9847, GNorm = 0.8002, lr_0 = 9.7524e-04
Validation prc-auc = 0.031745
Epoch 515
Validation prc-auc = 0.033224
Epoch 516
Validation prc-auc = 0.033818
Epoch 517
Validation prc-auc = 0.033730
Epoch 518
Loss = 3.5140e-02, PNorm = 68.0510, GNorm = 0.7344, lr_0 = 9.7502e-04
Loss = 1.0428e-01, PNorm = 68.0562, GNorm = 4.5019, lr_0 = 9.7500e-04
Validation prc-auc = 0.033936
Epoch 519
Validation prc-auc = 0.032693
Epoch 520
Validation prc-auc = 0.031796
Epoch 521
Validation prc-auc = 0.031145
Epoch 522
Validation prc-auc = 0.029714
Epoch 523
Loss = 8.0625e-02, PNorm = 68.1598, GNorm = 1.8191, lr_0 = 9.7476e-04
Loss = 3.0294e-02, PNorm = 68.1688, GNorm = 0.8552, lr_0 = 9.7474e-04
Validation prc-auc = 0.029673
Epoch 524
Validation prc-auc = 0.029782
Epoch 525
Validation prc-auc = 0.030277
Epoch 526
Validation prc-auc = 0.030065
Epoch 527
Validation prc-auc = 0.029855
Epoch 528
Loss = 1.5383e-02, PNorm = 68.2619, GNorm = 0.2857, lr_0 = 9.7452e-04
Validation prc-auc = 0.029317
Epoch 529
Validation prc-auc = 0.028701
Epoch 530
Validation prc-auc = 0.028875
Epoch 531
Validation prc-auc = 0.029012
Epoch 532
Validation prc-auc = 0.028574
Epoch 533
Loss = 2.8317e-02, PNorm = 68.3734, GNorm = 0.5894, lr_0 = 9.7426e-04
Validation prc-auc = 0.029032
Epoch 534
Validation prc-auc = 0.028740
Epoch 535
Validation prc-auc = 0.028886
Epoch 536
Validation prc-auc = 0.028950
Epoch 537
Loss = 1.2924e-02, PNorm = 68.4444, GNorm = 0.2775, lr_0 = 9.7403e-04
Loss = 2.4737e-01, PNorm = 68.4477, GNorm = 4.9731, lr_0 = 9.7401e-04
Validation prc-auc = 0.029043
Epoch 538
Validation prc-auc = 0.026630
Epoch 539
Validation prc-auc = 0.026689
Epoch 540
Validation prc-auc = 0.026319
Epoch 541
Validation prc-auc = 0.025920
Epoch 542
Loss = 2.5497e-02, PNorm = 68.5127, GNorm = 0.6878, lr_0 = 9.7379e-04
Validation prc-auc = 0.025179
Epoch 543
Validation prc-auc = 0.025537
Epoch 544
Validation prc-auc = 0.026406
Epoch 545
Validation prc-auc = 0.026284
Epoch 546
Validation prc-auc = 0.026053
Epoch 547
Loss = 2.4033e-02, PNorm = 68.5763, GNorm = 1.2651, lr_0 = 9.7353e-04
Validation prc-auc = 0.026229
Epoch 548
Validation prc-auc = 0.026508
Epoch 549
Validation prc-auc = 0.026237
Epoch 550
Validation prc-auc = 0.026973
Epoch 551
Loss = 1.0054e-01, PNorm = 68.6109, GNorm = 0.3446, lr_0 = 9.7331e-04
Loss = 4.0412e-03, PNorm = 68.6128, GNorm = 0.1535, lr_0 = 9.7329e-04
Validation prc-auc = 0.027130
Epoch 552
Validation prc-auc = 0.027426
Epoch 553
Validation prc-auc = 0.028034
Epoch 554
Validation prc-auc = 0.028752
Epoch 555
Validation prc-auc = 0.028764
Epoch 556
Loss = 3.5699e-02, PNorm = 68.6346, GNorm = 0.8014, lr_0 = 9.7305e-04
Loss = 1.9944e-01, PNorm = 68.6399, GNorm = 12.4134, lr_0 = 9.7303e-04
Validation prc-auc = 0.029614
Epoch 557
Validation prc-auc = 0.031270
Epoch 558
Validation prc-auc = 0.033703
Epoch 559
Validation prc-auc = 0.031296
Epoch 560
Validation prc-auc = 0.031357
Epoch 561
Loss = 1.5209e-02, PNorm = 68.8008, GNorm = 0.4832, lr_0 = 9.7281e-04
Validation prc-auc = 0.031265
Epoch 562
Validation prc-auc = 0.030916
Epoch 563
Validation prc-auc = 0.030863
Epoch 564
Validation prc-auc = 0.030771
Epoch 565
Validation prc-auc = 0.030364
Epoch 566
Loss = 1.9736e-02, PNorm = 68.9210, GNorm = 0.3815, lr_0 = 9.7255e-04
Validation prc-auc = 0.030328
Epoch 567
Validation prc-auc = 0.030534
Epoch 568
Validation prc-auc = 0.030160
Epoch 569
Validation prc-auc = 0.029442
Epoch 570
Loss = 3.6093e-02, PNorm = 68.9720, GNorm = 0.6805, lr_0 = 9.7232e-04
Loss = 6.0569e-03, PNorm = 68.9755, GNorm = 0.2131, lr_0 = 9.7231e-04
Validation prc-auc = 0.028707
Epoch 571
Validation prc-auc = 0.028136
Epoch 572
Validation prc-auc = 0.027106
Epoch 573
Validation prc-auc = 0.026830
Epoch 574
Validation prc-auc = 0.026695
Epoch 575
Loss = 2.8979e-02, PNorm = 69.0203, GNorm = 1.1805, lr_0 = 9.7208e-04
Validation prc-auc = 0.025992
Epoch 576
Validation prc-auc = 0.026095
Epoch 577
Validation prc-auc = 0.026414
Epoch 578
Validation prc-auc = 0.026769
Epoch 579
Validation prc-auc = 0.027372
Epoch 580
Loss = 1.4055e-02, PNorm = 69.0620, GNorm = 0.4092, lr_0 = 9.7182e-04
Validation prc-auc = 0.027997
Epoch 581
Validation prc-auc = 0.027348
Epoch 582
Validation prc-auc = 0.026394
Epoch 583
Validation prc-auc = 0.025816
Epoch 584
Loss = 5.9575e-03, PNorm = 69.0906, GNorm = 0.2376, lr_0 = 9.7160e-04
Loss = 1.9726e-02, PNorm = 69.0933, GNorm = 1.0056, lr_0 = 9.7158e-04
Validation prc-auc = 0.025800
Epoch 585
Validation prc-auc = 0.026039
Epoch 586
Validation prc-auc = 0.026175
Epoch 587
Validation prc-auc = 0.026283
Epoch 588
Validation prc-auc = 0.026139
Epoch 589
Loss = 5.6593e-02, PNorm = 69.1181, GNorm = 1.2263, lr_0 = 9.7134e-04
Loss = 1.0042e-03, PNorm = 69.1191, GNorm = 0.0467, lr_0 = 9.7132e-04
Validation prc-auc = 0.025757
Epoch 590
Validation prc-auc = 0.025567
Epoch 591
Validation prc-auc = 0.025406
Epoch 592
Validation prc-auc = 0.025372
Epoch 593
Validation prc-auc = 0.025375
Epoch 594
Loss = 1.8854e-01, PNorm = 69.1342, GNorm = 1.2352, lr_0 = 9.7110e-04
Validation prc-auc = 0.025768
Epoch 595
Validation prc-auc = 0.025768
Epoch 596
Validation prc-auc = 0.025868
Epoch 597
Validation prc-auc = 0.025579
Epoch 598
Validation prc-auc = 0.026197
Epoch 599
Loss = 1.5903e-03, PNorm = 69.1723, GNorm = 0.0300, lr_0 = 9.7084e-04
Validation prc-auc = 0.026968
Epoch 600
Validation prc-auc = 0.027461
Epoch 601
Validation prc-auc = 0.028389
Epoch 602
Validation prc-auc = 0.029436
Epoch 603
Loss = 1.1780e-01, PNorm = 69.2518, GNorm = 1.4608, lr_0 = 9.7062e-04
Loss = 1.7572e-01, PNorm = 69.2638, GNorm = 7.0899, lr_0 = 9.7060e-04
Validation prc-auc = 0.032243
Epoch 604
Validation prc-auc = 0.029922
Epoch 605
Validation prc-auc = 0.026935
Epoch 606
Validation prc-auc = 0.025811
Epoch 607
Validation prc-auc = 0.027095
Epoch 608
Loss = 3.6520e-02, PNorm = 69.4927, GNorm = 1.4624, lr_0 = 9.7036e-04
Validation prc-auc = 0.027496
Epoch 609
Validation prc-auc = 0.027710
Epoch 610
Validation prc-auc = 0.028622
Epoch 611
Validation prc-auc = 0.028707
Epoch 612
Validation prc-auc = 0.028698
Epoch 613
Loss = 1.9762e-02, PNorm = 69.6673, GNorm = 0.5323, lr_0 = 9.7012e-04
Validation prc-auc = 0.029200
Epoch 614
Validation prc-auc = 0.030277
Epoch 615
Validation prc-auc = 0.030172
Epoch 616
Validation prc-auc = 0.030137
Epoch 617
Loss = 4.4498e-02, PNorm = 69.7520, GNorm = 1.6234, lr_0 = 9.6990e-04
Loss = 3.8731e-03, PNorm = 69.7563, GNorm = 0.2832, lr_0 = 9.6988e-04
Validation prc-auc = 0.030020
Epoch 618
Validation prc-auc = 0.029452
Epoch 619
Validation prc-auc = 0.028597
Epoch 620
Validation prc-auc = 0.028120
Epoch 621
Validation prc-auc = 0.027671
Epoch 622
Loss = 1.8949e-02, PNorm = 69.8049, GNorm = 0.1441, lr_0 = 9.6964e-04
Loss = 2.5484e-04, PNorm = 69.8075, GNorm = 0.0088, lr_0 = 9.6962e-04
Validation prc-auc = 0.026793
Epoch 623
Validation prc-auc = 0.026500
Epoch 624
Validation prc-auc = 0.025886
Epoch 625
Validation prc-auc = 0.025768
Epoch 626
Validation prc-auc = 0.025406
Epoch 627
Loss = 9.7012e-02, PNorm = 69.8387, GNorm = 1.4495, lr_0 = 9.6940e-04
Validation prc-auc = 0.024540
Epoch 628
Validation prc-auc = 0.023997
Epoch 629
Validation prc-auc = 0.024477
Epoch 630
Validation prc-auc = 0.024921
Epoch 631
Validation prc-auc = 0.025731
Epoch 632
Loss = 1.4296e-02, PNorm = 69.8904, GNorm = 0.5104, lr_0 = 9.6914e-04
Validation prc-auc = 0.027141
Epoch 633
Validation prc-auc = 0.028694
Epoch 634
Validation prc-auc = 0.028936
Epoch 635
Validation prc-auc = 0.029267
Epoch 636
Loss = 1.1277e-01, PNorm = 69.9751, GNorm = 0.2720, lr_0 = 9.6892e-04
Loss = 3.6760e-03, PNorm = 69.9797, GNorm = 0.1541, lr_0 = 9.6890e-04
Validation prc-auc = 0.029309
Epoch 637
Validation prc-auc = 0.029779
Epoch 638
Validation prc-auc = 0.030467
Epoch 639
Validation prc-auc = 0.031149
Epoch 640
Validation prc-auc = 0.030845
Epoch 641
Loss = 2.5830e-02, PNorm = 70.0348, GNorm = 0.8940, lr_0 = 9.6866e-04
Validation prc-auc = 0.030588
Epoch 642
Validation prc-auc = 0.029509
Epoch 643
Validation prc-auc = 0.028969
Epoch 644
Validation prc-auc = 0.027987
Epoch 645
Validation prc-auc = 0.027736
Epoch 646
Loss = 1.8080e-02, PNorm = 70.0802, GNorm = 0.7484, lr_0 = 9.6842e-04
Validation prc-auc = 0.027602
Epoch 647
Validation prc-auc = 0.028099
Epoch 648
Validation prc-auc = 0.029250
Epoch 649
Validation prc-auc = 0.029404
Epoch 650
Loss = 4.9052e-03, PNorm = 70.1168, GNorm = 0.0908, lr_0 = 9.6820e-04
Loss = 3.0372e-03, PNorm = 70.1196, GNorm = 0.1185, lr_0 = 9.6818e-04
Validation prc-auc = 0.029852
Epoch 651
Validation prc-auc = 0.029857
Epoch 652
Validation prc-auc = 0.029464
Epoch 653
Validation prc-auc = 0.029418
Epoch 654
Validation prc-auc = 0.029273
Epoch 655
Loss = 6.4282e-03, PNorm = 70.1491, GNorm = 0.1088, lr_0 = 9.6794e-04
Loss = 1.7159e-03, PNorm = 70.1505, GNorm = 0.0647, lr_0 = 9.6792e-04
Validation prc-auc = 0.028514
Epoch 656
Validation prc-auc = 0.028025
Epoch 657
Validation prc-auc = 0.027376
Epoch 658
Validation prc-auc = 0.027000
Epoch 659
Validation prc-auc = 0.026879
Epoch 660
Loss = 8.9723e-03, PNorm = 70.1705, GNorm = 0.2315, lr_0 = 9.6770e-04
Validation prc-auc = 0.026580
Epoch 661
Validation prc-auc = 0.026588
Epoch 662
Validation prc-auc = 0.026682
Epoch 663
Validation prc-auc = 0.026828
Epoch 664
Validation prc-auc = 0.026587
Epoch 665
Loss = 4.4002e-02, PNorm = 70.1932, GNorm = 1.9672, lr_0 = 9.6744e-04
Validation prc-auc = 0.026574
Epoch 666
Validation prc-auc = 0.026024
Epoch 667
Validation prc-auc = 0.026218
Epoch 668
Validation prc-auc = 0.028736
Epoch 669
Loss = 2.1293e-02, PNorm = 70.2452, GNorm = 0.7185, lr_0 = 9.6722e-04
Loss = 5.5916e-02, PNorm = 70.2546, GNorm = 2.3989, lr_0 = 9.6720e-04
Validation prc-auc = 0.030293
Epoch 670
Validation prc-auc = 0.029326
Epoch 671
Validation prc-auc = 0.028495
Epoch 672
Validation prc-auc = 0.027976
Epoch 673
Validation prc-auc = 0.028496
Epoch 674
Loss = 1.1656e-01, PNorm = 70.3663, GNorm = 2.4196, lr_0 = 9.6696e-04
Validation prc-auc = 0.028227
Epoch 675
Validation prc-auc = 0.027705
Epoch 676
Validation prc-auc = 0.027524
Epoch 677
Validation prc-auc = 0.028565
Epoch 678
Validation prc-auc = 0.029041
Epoch 679
Loss = 3.5543e-02, PNorm = 70.5260, GNorm = 0.7114, lr_0 = 9.6672e-04
Validation prc-auc = 0.029889
Epoch 680
Validation prc-auc = 0.030435
Epoch 681
Validation prc-auc = 0.029466
Epoch 682
Validation prc-auc = 0.030137
Epoch 683
Loss = 6.6035e-02, PNorm = 70.6287, GNorm = 0.2996, lr_0 = 9.6648e-04
Validation prc-auc = 0.030466
Epoch 684
Validation prc-auc = 0.030613
Epoch 685
Validation prc-auc = 0.030427
Epoch 686
Validation prc-auc = 0.029900
Epoch 687
Validation prc-auc = 0.028947
Epoch 688
Loss = 5.8827e-03, PNorm = 70.6968, GNorm = 0.0476, lr_0 = 9.6624e-04
Loss = 6.6332e-02, PNorm = 70.7015, GNorm = 1.9954, lr_0 = 9.6622e-04
Validation prc-auc = 0.028422
Epoch 689
Validation prc-auc = 0.028217
Epoch 690
Validation prc-auc = 0.027965
Epoch 691
Validation prc-auc = 0.027222
Epoch 692
Validation prc-auc = 0.027432
Epoch 693
Loss = 8.7422e-03, PNorm = 70.7575, GNorm = 0.2154, lr_0 = 9.6600e-04
Validation prc-auc = 0.028594
Epoch 694
Validation prc-auc = 0.028908
Epoch 695
Validation prc-auc = 0.029162
Epoch 696
Validation prc-auc = 0.029450
Epoch 697
Validation prc-auc = 0.029865
Epoch 698
Loss = 2.8117e-02, PNorm = 70.8198, GNorm = 2.3723, lr_0 = 9.6574e-04
Validation prc-auc = 0.028377
Epoch 699
Validation prc-auc = 0.027718
Epoch 700
Validation prc-auc = 0.027452
Epoch 701
Validation prc-auc = 0.027218
Epoch 702
Loss = 6.0014e-03, PNorm = 70.8607, GNorm = 0.1643, lr_0 = 9.6552e-04
Loss = 1.1339e-02, PNorm = 70.8638, GNorm = 0.7275, lr_0 = 9.6550e-04
Validation prc-auc = 0.027447
Epoch 703
Validation prc-auc = 0.027419
Epoch 704
Validation prc-auc = 0.026870
Epoch 705
Validation prc-auc = 0.026236
Epoch 706
Validation prc-auc = 0.026155
Epoch 707
Loss = 5.9295e-03, PNorm = 70.8871, GNorm = 0.1539, lr_0 = 9.6526e-04
Loss = 9.7928e-03, PNorm = 70.8881, GNorm = 0.5304, lr_0 = 9.6525e-04
Validation prc-auc = 0.026511
Epoch 708
Validation prc-auc = 0.026637
Epoch 709
Validation prc-auc = 0.026970
Epoch 710
Validation prc-auc = 0.027462
Epoch 711
Validation prc-auc = 0.027629
Epoch 712
Loss = 2.0692e-03, PNorm = 70.9120, GNorm = 0.1430, lr_0 = 9.6502e-04
Validation prc-auc = 0.028790
Epoch 713
Validation prc-auc = 0.029636
Epoch 714
Validation prc-auc = 0.029911
Epoch 715
Validation prc-auc = 0.030265
Epoch 716
Loss = 6.0907e-03, PNorm = 70.9572, GNorm = 0.0152, lr_0 = 9.6479e-04
Validation prc-auc = 0.030454
Epoch 717
Validation prc-auc = 0.030739
Epoch 718
Validation prc-auc = 0.029786
Epoch 719
Validation prc-auc = 0.028726
Epoch 720
Validation prc-auc = 0.027521
Epoch 721
Loss = 2.8681e-03, PNorm = 71.0031, GNorm = 0.0266, lr_0 = 9.6455e-04
Loss = 4.9317e-04, PNorm = 71.0054, GNorm = 0.0168, lr_0 = 9.6453e-04
Validation prc-auc = 0.027165
Epoch 722
Validation prc-auc = 0.027014
Epoch 723
Validation prc-auc = 0.026936
Epoch 724
Validation prc-auc = 0.027142
Epoch 725
Validation prc-auc = 0.027552
Epoch 726
Loss = 8.0593e-03, PNorm = 71.0269, GNorm = 0.3471, lr_0 = 9.6431e-04
Validation prc-auc = 0.027820
Epoch 727
Validation prc-auc = 0.028019
Epoch 728
Validation prc-auc = 0.029207
Epoch 729
Validation prc-auc = 0.030308
Epoch 730
Validation prc-auc = 0.031550
Epoch 731
Loss = 8.0166e-02, PNorm = 71.0928, GNorm = 1.4197, lr_0 = 9.6405e-04
Validation prc-auc = 0.030800
Epoch 732
Validation prc-auc = 0.030836
Epoch 733
Validation prc-auc = 0.029382
Epoch 734
Validation prc-auc = 0.028946
Epoch 735
Loss = 6.2273e-02, PNorm = 71.1946, GNorm = 1.7092, lr_0 = 9.6383e-04
Loss = 1.9115e-03, PNorm = 71.1998, GNorm = 0.1127, lr_0 = 9.6381e-04
Validation prc-auc = 0.028868
Epoch 736
Validation prc-auc = 0.028277
Epoch 737
Validation prc-auc = 0.027657
Epoch 738
Validation prc-auc = 0.027626
Epoch 739
Validation prc-auc = 0.027235
Epoch 740
Loss = 4.5360e-02, PNorm = 71.2690, GNorm = 0.8940, lr_0 = 9.6357e-04
Loss = 1.1010e-03, PNorm = 71.2738, GNorm = 0.0423, lr_0 = 9.6355e-04
Validation prc-auc = 0.026651
Epoch 741
Validation prc-auc = 0.026306
Epoch 742
Validation prc-auc = 0.025354
Epoch 743
Validation prc-auc = 0.024830
Epoch 744
Validation prc-auc = 0.024589
Epoch 745
Loss = 5.6534e-03, PNorm = 71.3230, GNorm = 0.1607, lr_0 = 9.6333e-04
Validation prc-auc = 0.024457
Epoch 746
Validation prc-auc = 0.024409
Epoch 747
Validation prc-auc = 0.024957
Epoch 748
Validation prc-auc = 0.025226
Epoch 749
Loss = 5.6493e-03, PNorm = 71.3589, GNorm = 0.0880, lr_0 = 9.6309e-04
Validation prc-auc = 0.025369
Epoch 750
Validation prc-auc = 0.025368
Epoch 751
Validation prc-auc = 0.025494
Epoch 752
Validation prc-auc = 0.025527
Epoch 753
Validation prc-auc = 0.025319
Epoch 754
Loss = 1.0518e-02, PNorm = 71.3932, GNorm = 0.2640, lr_0 = 9.6285e-04
Loss = 1.5812e-03, PNorm = 71.3953, GNorm = 0.0547, lr_0 = 9.6284e-04
Validation prc-auc = 0.025510
Epoch 755
Validation prc-auc = 0.025419
Epoch 756
Validation prc-auc = 0.025075
Epoch 757
Validation prc-auc = 0.024870
Epoch 758
Validation prc-auc = 0.024717
Epoch 759
Loss = 4.2648e-02, PNorm = 71.4467, GNorm = 1.7105, lr_0 = 9.6262e-04
Validation prc-auc = 0.025326
Epoch 760
Validation prc-auc = 0.025375
Epoch 761
Validation prc-auc = 0.025358
Epoch 762
Validation prc-auc = 0.025147
Epoch 763
Validation prc-auc = 0.025284
Epoch 764
Loss = 3.2050e-02, PNorm = 71.5196, GNorm = 1.3324, lr_0 = 9.6236e-04
Validation prc-auc = 0.025809
Epoch 765
Validation prc-auc = 0.025610
Epoch 766
Validation prc-auc = 0.025468
Epoch 767
Validation prc-auc = 0.025343
Epoch 768
Loss = 1.0545e-02, PNorm = 71.5643, GNorm = 0.3336, lr_0 = 9.6214e-04
Loss = 2.8240e-04, PNorm = 71.5666, GNorm = 0.0108, lr_0 = 9.6212e-04
Validation prc-auc = 0.025485
Epoch 769
Validation prc-auc = 0.025799
Epoch 770
Validation prc-auc = 0.025841
Epoch 771
Validation prc-auc = 0.026106
Epoch 772
Validation prc-auc = 0.026101
Epoch 773
Loss = 8.0118e-04, PNorm = 71.5951, GNorm = 0.0130, lr_0 = 9.6188e-04
Loss = 7.2993e-04, PNorm = 71.5970, GNorm = 0.0245, lr_0 = 9.6186e-04
Validation prc-auc = 0.026550
Epoch 774
Validation prc-auc = 0.026260
Epoch 775
Validation prc-auc = 0.026163
Epoch 776
Validation prc-auc = 0.026413
Epoch 777
Validation prc-auc = 0.027115
Epoch 778
Loss = 1.7644e-03, PNorm = 71.6233, GNorm = 0.0407, lr_0 = 9.6164e-04
Validation prc-auc = 0.028246
Epoch 779
Validation prc-auc = 0.028819
Epoch 780
Validation prc-auc = 0.028549
Epoch 781
Validation prc-auc = 0.028942
Epoch 782
Validation prc-auc = 0.029840
Epoch 783
Loss = 4.8497e-03, PNorm = 71.6525, GNorm = 0.1913, lr_0 = 9.6139e-04
Validation prc-auc = 0.029903
Epoch 784
Validation prc-auc = 0.030054
Epoch 785
Validation prc-auc = 0.030228
Epoch 786
Validation prc-auc = 0.029025
Epoch 787
Loss = 1.8815e-03, PNorm = 71.6803, GNorm = 0.0412, lr_0 = 9.6117e-04
Loss = 6.6519e-04, PNorm = 71.6834, GNorm = 0.0336, lr_0 = 9.6115e-04
Validation prc-auc = 0.026661
Epoch 788
Validation prc-auc = 0.025582
Epoch 789
Validation prc-auc = 0.025177
Epoch 790
Validation prc-auc = 0.024689
Epoch 791
Validation prc-auc = 0.024227
Epoch 792
Loss = 3.1669e-02, PNorm = 71.7180, GNorm = 0.9816, lr_0 = 9.6093e-04
Validation prc-auc = 0.024412
Epoch 793
Validation prc-auc = 0.024953
Epoch 794
Validation prc-auc = 0.025330
Epoch 795
Validation prc-auc = 0.025625
Epoch 796
Validation prc-auc = 0.025692
Epoch 797
Loss = 4.2104e-03, PNorm = 71.7469, GNorm = 0.1374, lr_0 = 9.6067e-04
Validation prc-auc = 0.025906
Epoch 798
Validation prc-auc = 0.026041
Epoch 799
Validation prc-auc = 0.025089
Epoch 800
Validation prc-auc = 0.024492
Epoch 801
Loss = 1.4994e-02, PNorm = 71.7857, GNorm = 0.9678, lr_0 = 9.6045e-04
Loss = 7.2751e-05, PNorm = 71.7888, GNorm = 0.0035, lr_0 = 9.6043e-04
Validation prc-auc = 0.024057
Epoch 802
Validation prc-auc = 0.023626
Epoch 803
Validation prc-auc = 0.023382
Epoch 804
Validation prc-auc = 0.025714
Epoch 805
Validation prc-auc = 0.027267
Epoch 806
Loss = 9.9711e-03, PNorm = 71.8450, GNorm = 0.6964, lr_0 = 9.6019e-04
Loss = 6.1819e-03, PNorm = 71.8532, GNorm = 0.2767, lr_0 = 9.6018e-04
Validation prc-auc = 0.028419
Epoch 807
Validation prc-auc = 0.029179
Epoch 808
Validation prc-auc = 0.029567
Epoch 809
Validation prc-auc = 0.029825
Epoch 810
Validation prc-auc = 0.030709
Epoch 811
Loss = 3.2370e-01, PNorm = 71.9636, GNorm = 4.3492, lr_0 = 9.5996e-04
Validation prc-auc = 0.032246
Epoch 812
Validation prc-auc = 0.031105
Epoch 813
Validation prc-auc = 0.030642
Epoch 814
Validation prc-auc = 0.031406
Epoch 815
Validation prc-auc = 0.030954
Epoch 816
Loss = 9.8359e-02, PNorm = 72.1614, GNorm = 0.8886, lr_0 = 9.5970e-04
Validation prc-auc = 0.031342
Epoch 817
Validation prc-auc = 0.030832
Epoch 818
Validation prc-auc = 0.030075
Epoch 819
Validation prc-auc = 0.030176
Epoch 820
Loss = 2.7241e-02, PNorm = 72.2645, GNorm = 0.7062, lr_0 = 9.5948e-04
Loss = 2.6772e-03, PNorm = 72.2709, GNorm = 0.1328, lr_0 = 9.5946e-04
Validation prc-auc = 0.030193
Epoch 821
Validation prc-auc = 0.029796
Epoch 822
Validation prc-auc = 0.029432
Epoch 823
Validation prc-auc = 0.028919
Epoch 824
Validation prc-auc = 0.027939
Epoch 825
Loss = 3.1420e-03, PNorm = 72.3268, GNorm = 0.0966, lr_0 = 9.5924e-04
Validation prc-auc = 0.027822
Epoch 826
Validation prc-auc = 0.028261
Epoch 827
Validation prc-auc = 0.029011
Epoch 828
Validation prc-auc = 0.030043
Epoch 829
Validation prc-auc = 0.030210
Epoch 830
Loss = 1.4376e-02, PNorm = 72.3707, GNorm = 0.4705, lr_0 = 9.5899e-04
Validation prc-auc = 0.030337
Epoch 831
Validation prc-auc = 0.030695
Epoch 832
Validation prc-auc = 0.030656
Epoch 833
Validation prc-auc = 0.030716
Epoch 834
Loss = 7.7909e-03, PNorm = 72.4043, GNorm = 0.1825, lr_0 = 9.5877e-04
Loss = 1.7913e-03, PNorm = 72.4064, GNorm = 0.0795, lr_0 = 9.5875e-04
Validation prc-auc = 0.030852
Epoch 835
Validation prc-auc = 0.030413
Epoch 836
Validation prc-auc = 0.025291
Epoch 837
Validation prc-auc = 0.022813
Epoch 838
Validation prc-auc = 0.022767
Epoch 839
Loss = 1.1200e-01, PNorm = 72.5397, GNorm = 1.4038, lr_0 = 9.5851e-04
Loss = 4.4599e-01, PNorm = 72.5569, GNorm = 15.0730, lr_0 = 9.5849e-04
Validation prc-auc = 0.023741
Epoch 840
Validation prc-auc = 0.024849
Epoch 841
Validation prc-auc = 0.025653
Epoch 842
Validation prc-auc = 0.029493
Epoch 843
Validation prc-auc = 0.035288
Epoch 844
Loss = 2.5343e-01, PNorm = 72.9431, GNorm = 3.4416, lr_0 = 9.5827e-04
Validation prc-auc = 0.042033
Epoch 845
Validation prc-auc = 0.041663
Epoch 846
Validation prc-auc = 0.041672
Epoch 847
Validation prc-auc = 0.041811
Epoch 848
Validation prc-auc = 0.042006
Epoch 849
Loss = 1.1186e-01, PNorm = 73.4286, GNorm = 1.4557, lr_0 = 9.5802e-04
Validation prc-auc = 0.035019
Epoch 850
Validation prc-auc = 0.029968
Epoch 851
Validation prc-auc = 0.029702
Epoch 852
Validation prc-auc = 0.029910
Epoch 853
Loss = 8.6270e-02, PNorm = 73.7804, GNorm = 1.8081, lr_0 = 9.5780e-04
Loss = 4.0099e-02, PNorm = 73.8025, GNorm = 2.4697, lr_0 = 9.5778e-04
Validation prc-auc = 0.029170
Epoch 854
Validation prc-auc = 0.028511
Epoch 855
Validation prc-auc = 0.029833
Epoch 856
Validation prc-auc = 0.032554
Epoch 857
Validation prc-auc = 0.033086
Epoch 858
Loss = 9.4110e-02, PNorm = 74.0371, GNorm = 1.0859, lr_0 = 9.5754e-04
Validation prc-auc = 0.032926
Epoch 859
Validation prc-auc = 0.033271
Epoch 860
Validation prc-auc = 0.035176
Epoch 861
Validation prc-auc = 0.033870
Epoch 862
Validation prc-auc = 0.034777
Epoch 863
Loss = 7.3447e-02, PNorm = 74.2516, GNorm = 0.8315, lr_0 = 9.5730e-04
Validation prc-auc = 0.036855
Epoch 864
Validation prc-auc = 0.040792
Epoch 865
Validation prc-auc = 0.041274
Epoch 866
Validation prc-auc = 0.043025
Epoch 867
Loss = 4.0977e-02, PNorm = 74.4226, GNorm = 1.3129, lr_0 = 9.5708e-04
Loss = 1.1317e-03, PNorm = 74.4337, GNorm = 0.0404, lr_0 = 9.5707e-04
Validation prc-auc = 0.043196
Epoch 868
Validation prc-auc = 0.042058
Epoch 869
Validation prc-auc = 0.041890
Epoch 870
Validation prc-auc = 0.039521
Epoch 871
Validation prc-auc = 0.037598
Epoch 872
Loss = 5.6860e-02, PNorm = 74.5388, GNorm = 0.3332, lr_0 = 9.5683e-04
Loss = 1.3985e-02, PNorm = 74.5435, GNorm = 0.7655, lr_0 = 9.5681e-04
Validation prc-auc = 0.036222
Epoch 873
Validation prc-auc = 0.036573
Epoch 874
Validation prc-auc = 0.035216
Epoch 875
Validation prc-auc = 0.034869
Epoch 876
Validation prc-auc = 0.033938
Epoch 877
Loss = 6.8798e-03, PNorm = 74.5920, GNorm = 0.1189, lr_0 = 9.5659e-04
Validation prc-auc = 0.031584
Epoch 878
Validation prc-auc = 0.028233
Epoch 879
Validation prc-auc = 0.027386
Epoch 880
Validation prc-auc = 0.026298
Epoch 881
Validation prc-auc = 0.025141
Epoch 882
Loss = 6.9769e-02, PNorm = 74.7788, GNorm = 1.2695, lr_0 = 9.5634e-04
Validation prc-auc = 0.025295
Epoch 883
Validation prc-auc = 0.025688
Epoch 884
Validation prc-auc = 0.026959
Epoch 885
Validation prc-auc = 0.027614
Epoch 886
Loss = 2.1168e-02, PNorm = 74.9362, GNorm = 0.0849, lr_0 = 9.5612e-04
Loss = 1.9977e-03, PNorm = 74.9443, GNorm = 0.1305, lr_0 = 9.5610e-04
Validation prc-auc = 0.028510
Epoch 887
Validation prc-auc = 0.028496
Epoch 888
Validation prc-auc = 0.028463
Epoch 889
Validation prc-auc = 0.029282
Epoch 890
Validation prc-auc = 0.029224
Epoch 891
Loss = 2.4551e-02, PNorm = 75.0321, GNorm = 1.1907, lr_0 = 9.5586e-04
Validation prc-auc = 0.029013
Epoch 892
Validation prc-auc = 0.028840
Epoch 893
Validation prc-auc = 0.030954
Epoch 894
Validation prc-auc = 0.028684
Epoch 895
Validation prc-auc = 0.029535
Epoch 896
Loss = 1.4869e-01, PNorm = 75.1928, GNorm = 1.3999, lr_0 = 9.5563e-04
Validation prc-auc = 0.030934
Epoch 897
Validation prc-auc = 0.032449
Epoch 898
Validation prc-auc = 0.032061
Epoch 899
Validation prc-auc = 0.030458
Epoch 900
Loss = 4.7585e-02, PNorm = 75.3420, GNorm = 0.8288, lr_0 = 9.5541e-04
Loss = 1.1011e-01, PNorm = 75.3550, GNorm = 2.8013, lr_0 = 9.5539e-04
Validation prc-auc = 0.030056
Epoch 901
Validation prc-auc = 0.030638
Epoch 902
Validation prc-auc = 0.031881
Epoch 903
Validation prc-auc = 0.033063
Epoch 904
Validation prc-auc = 0.032817
Epoch 905
Loss = 2.9769e-02, PNorm = 75.5010, GNorm = 0.2007, lr_0 = 9.5515e-04
Loss = 3.4904e-03, PNorm = 75.5081, GNorm = 0.1766, lr_0 = 9.5513e-04
Validation prc-auc = 0.031525
Epoch 906
Validation prc-auc = 0.030199
Epoch 907
Validation prc-auc = 0.029652
Epoch 908
Validation prc-auc = 0.029395
Epoch 909
Validation prc-auc = 0.028881
Epoch 910
Loss = 9.1742e-03, PNorm = 75.5687, GNorm = 0.2690, lr_0 = 9.5491e-04
Validation prc-auc = 0.028297
Epoch 911
Validation prc-auc = 0.028241
Epoch 912
Validation prc-auc = 0.028474
Epoch 913
Validation prc-auc = 0.029651
Epoch 914
Validation prc-auc = 0.029977
Epoch 915
Loss = 7.5913e-02, PNorm = 75.6086, GNorm = 1.7866, lr_0 = 9.5466e-04
Validation prc-auc = 0.030173
Epoch 916
Validation prc-auc = 0.030183
Epoch 917
Validation prc-auc = 0.030485
Epoch 918
Validation prc-auc = 0.031823
Epoch 919
Loss = 5.0401e-02, PNorm = 75.6649, GNorm = 0.2058, lr_0 = 9.5444e-04
Loss = 1.7027e-02, PNorm = 75.6690, GNorm = 0.9410, lr_0 = 9.5442e-04
Validation prc-auc = 0.033987
Epoch 920
Validation prc-auc = 0.036014
Epoch 921
Validation prc-auc = 0.036126
Epoch 922
Validation prc-auc = 0.037045
Epoch 923
Validation prc-auc = 0.037592
Epoch 924
Loss = 1.0719e-02, PNorm = 75.7360, GNorm = 0.3943, lr_0 = 9.5419e-04
Validation prc-auc = 0.037913
Epoch 925
Validation prc-auc = 0.039660
Epoch 926
Validation prc-auc = 0.042932
Epoch 927
Validation prc-auc = 0.042090
Epoch 928
Validation prc-auc = 0.038745
Epoch 929
Loss = 1.8816e-02, PNorm = 75.8083, GNorm = 0.5484, lr_0 = 9.5395e-04
Validation prc-auc = 0.036109
Epoch 930
Validation prc-auc = 0.034310
Epoch 931
Validation prc-auc = 0.033600
Epoch 932
Validation prc-auc = 0.033442
Epoch 933
Loss = 1.8489e-02, PNorm = 75.8822, GNorm = 0.1372, lr_0 = 9.5371e-04
Validation prc-auc = 0.033648
Epoch 934
Validation prc-auc = 0.033729
Epoch 935
Validation prc-auc = 0.033990
Epoch 936
Validation prc-auc = 0.033604
Epoch 937
Validation prc-auc = 0.034623
Epoch 938
Loss = 1.0627e-01, PNorm = 75.9289, GNorm = 1.5153, lr_0 = 9.5348e-04
Loss = 7.4979e-04, PNorm = 75.9318, GNorm = 0.0253, lr_0 = 9.5346e-04
Validation prc-auc = 0.035129
Epoch 939
Validation prc-auc = 0.035092
Epoch 940
Validation prc-auc = 0.034687
Epoch 941
Validation prc-auc = 0.033881
Epoch 942
Validation prc-auc = 0.033882
Epoch 943
Loss = 5.2600e-03, PNorm = 75.9712, GNorm = 0.1261, lr_0 = 9.5324e-04
Validation prc-auc = 0.034708
Epoch 944
Validation prc-auc = 0.034999
Epoch 945
Validation prc-auc = 0.035263
Epoch 946
Validation prc-auc = 0.034559
Epoch 947
Validation prc-auc = 0.034594
Epoch 948
Loss = 5.1850e-03, PNorm = 76.0037, GNorm = 0.2384, lr_0 = 9.5299e-04
Validation prc-auc = 0.034632
Epoch 949
Validation prc-auc = 0.034670
Epoch 950
Validation prc-auc = 0.034727
Epoch 951
Validation prc-auc = 0.034816
Epoch 952
Loss = 1.8677e-03, PNorm = 76.0194, GNorm = 0.0562, lr_0 = 9.5277e-04
Loss = 7.0112e-04, PNorm = 76.0203, GNorm = 0.0418, lr_0 = 9.5275e-04
Validation prc-auc = 0.034864
Epoch 953
Validation prc-auc = 0.034500
Epoch 954
Validation prc-auc = 0.034174
Epoch 955
Validation prc-auc = 0.033503
Epoch 956
Validation prc-auc = 0.032834
Epoch 957
Loss = 4.2772e-03, PNorm = 76.0322, GNorm = 0.0810, lr_0 = 9.5251e-04
Loss = 7.3915e-05, PNorm = 76.0330, GNorm = 0.0042, lr_0 = 9.5250e-04
Validation prc-auc = 0.032773
Epoch 958
Validation prc-auc = 0.032722
Epoch 959
Validation prc-auc = 0.032490
Epoch 960
Validation prc-auc = 0.031948
Epoch 961
Validation prc-auc = 0.031845
Epoch 962
Loss = 5.0002e-03, PNorm = 76.0620, GNorm = 0.1917, lr_0 = 9.5228e-04
Validation prc-auc = 0.032281
Epoch 963
Validation prc-auc = 0.032532
Epoch 964
Validation prc-auc = 0.032754
Epoch 965
Validation prc-auc = 0.032905
Epoch 966
Loss = 6.7589e-02, PNorm = 76.0926, GNorm = 0.0841, lr_0 = 9.5204e-04
Validation prc-auc = 0.033308
Epoch 967
Validation prc-auc = 0.033459
Epoch 968
Validation prc-auc = 0.032999
Epoch 969
Validation prc-auc = 0.032457
Epoch 970
Validation prc-auc = 0.031760
Epoch 971
Loss = 8.9865e-04, PNorm = 76.1196, GNorm = 0.0290, lr_0 = 9.5180e-04
Loss = 8.5553e-05, PNorm = 76.1213, GNorm = 0.0045, lr_0 = 9.5179e-04
Validation prc-auc = 0.031713
Epoch 972
Validation prc-auc = 0.031907
Epoch 973
Validation prc-auc = 0.031179
Epoch 974
Validation prc-auc = 0.033372
Epoch 975
Validation prc-auc = 0.032432
Epoch 976
Loss = 2.6754e-02, PNorm = 76.1537, GNorm = 1.2526, lr_0 = 9.5157e-04
Validation prc-auc = 0.032142
Epoch 977
Validation prc-auc = 0.031438
Epoch 978
Validation prc-auc = 0.030862
Epoch 979
Validation prc-auc = 0.030821
Epoch 980
Validation prc-auc = 0.030658
Epoch 981
Loss = 5.3534e-03, PNorm = 76.1940, GNorm = 0.2226, lr_0 = 9.5132e-04
Validation prc-auc = 0.030499
Epoch 982
Validation prc-auc = 0.030195
Epoch 983
Validation prc-auc = 0.030455
Epoch 984
Validation prc-auc = 0.030376
Epoch 985
Loss = 1.8636e-03, PNorm = 76.2092, GNorm = 0.0636, lr_0 = 9.5110e-04
Loss = 6.2756e-03, PNorm = 76.2105, GNorm = 0.2583, lr_0 = 9.5108e-04
Validation prc-auc = 0.030693
Epoch 986
Validation prc-auc = 0.030473
Epoch 987
Validation prc-auc = 0.030787
Epoch 988
Validation prc-auc = 0.031165
Epoch 989
Validation prc-auc = 0.031131
Epoch 990
Loss = 1.3330e-02, PNorm = 76.2271, GNorm = 0.4583, lr_0 = 9.5084e-04
Loss = 2.7512e-04, PNorm = 76.2281, GNorm = 0.0106, lr_0 = 9.5083e-04
Validation prc-auc = 0.031829
Epoch 991
Validation prc-auc = 0.031844
Epoch 992
Validation prc-auc = 0.031194
Epoch 993
Validation prc-auc = 0.030643
Epoch 994
Validation prc-auc = 0.030463
Epoch 995
Loss = 4.3469e-02, PNorm = 76.2412, GNorm = 1.5818, lr_0 = 9.5061e-04
Validation prc-auc = 0.029947
Epoch 996
Validation prc-auc = 0.030065
Epoch 997
Validation prc-auc = 0.030281
Epoch 998
Validation prc-auc = 0.029970
Epoch 999
Loss = 2.4549e-03, PNorm = 76.2712, GNorm = 0.0209, lr_0 = 9.5037e-04
Validation prc-auc = 0.029658
Epoch 1000
Validation prc-auc = 0.029899
Epoch 1001
Validation prc-auc = 0.030061
Epoch 1002
Validation prc-auc = 0.030670
Epoch 1003
Validation prc-auc = 0.030734
Epoch 1004
Loss = 6.9655e-03, PNorm = 76.2925, GNorm = 0.3111, lr_0 = 9.5014e-04
Loss = 1.3670e-02, PNorm = 76.2940, GNorm = 0.7872, lr_0 = 9.5012e-04
Validation prc-auc = 0.030760
Epoch 1005
Validation prc-auc = 0.030825
Epoch 1006
Validation prc-auc = 0.031179
Epoch 1007
Validation prc-auc = 0.031208
Epoch 1008
Validation prc-auc = 0.030947
Epoch 1009
Loss = 5.0374e-03, PNorm = 76.3082, GNorm = 0.1706, lr_0 = 9.4990e-04
Validation prc-auc = 0.031194
Epoch 1010
Validation prc-auc = 0.031558
Epoch 1011
Validation prc-auc = 0.031813
Epoch 1012
Validation prc-auc = 0.032340
Epoch 1013
Validation prc-auc = 0.031986
Epoch 1014
Loss = 1.0017e-02, PNorm = 76.3383, GNorm = 0.3814, lr_0 = 9.4965e-04
Validation prc-auc = 0.030939
Epoch 1015
Validation prc-auc = 0.031081
Epoch 1016
Validation prc-auc = 0.031685
Epoch 1017
Validation prc-auc = 0.031766
Epoch 1018
Loss = 5.3416e-02, PNorm = 76.4507, GNorm = 0.2047, lr_0 = 9.4943e-04
Loss = 6.7685e-02, PNorm = 76.4608, GNorm = 3.2788, lr_0 = 9.4941e-04
Validation prc-auc = 0.031561
Epoch 1019
Validation prc-auc = 0.030900
Epoch 1020
Validation prc-auc = 0.030599
Epoch 1021
Validation prc-auc = 0.030603
Epoch 1022
Validation prc-auc = 0.031381
Epoch 1023
Loss = 1.0498e-02, PNorm = 76.5711, GNorm = 0.0598, lr_0 = 9.4918e-04
Loss = 5.4468e-02, PNorm = 76.5778, GNorm = 2.1996, lr_0 = 9.4916e-04
Validation prc-auc = 0.030827
Epoch 1024
Validation prc-auc = 0.030028
Epoch 1025
Validation prc-auc = 0.029433
Epoch 1026
Validation prc-auc = 0.027975
Epoch 1027
Validation prc-auc = 0.027413
Epoch 1028
Loss = 8.4816e-02, PNorm = 76.6614, GNorm = 1.1985, lr_0 = 9.4894e-04
Validation prc-auc = 0.026816
Epoch 1029
Validation prc-auc = 0.026154
Epoch 1030
Validation prc-auc = 0.025969
Epoch 1031
Validation prc-auc = 0.026916
Epoch 1032
Validation prc-auc = 0.027623
Epoch 1033
Loss = 2.4990e-03, PNorm = 76.7620, GNorm = 0.0922, lr_0 = 9.4869e-04
Validation prc-auc = 0.028415
Epoch 1034
Validation prc-auc = 0.028120
Epoch 1035
Validation prc-auc = 0.028316
Epoch 1036
Validation prc-auc = 0.027679
Epoch 1037
Loss = 4.6385e-03, PNorm = 76.8338, GNorm = 0.2514, lr_0 = 9.4847e-04
Loss = 4.5032e-04, PNorm = 76.8384, GNorm = 0.0207, lr_0 = 9.4845e-04
Validation prc-auc = 0.026755
Epoch 1038
Validation prc-auc = 0.026316
Epoch 1039
Validation prc-auc = 0.026428
Epoch 1040
Validation prc-auc = 0.026333
Epoch 1041
Validation prc-auc = 0.025977
Epoch 1042
Loss = 7.8975e-03, PNorm = 76.8829, GNorm = 0.2099, lr_0 = 9.4823e-04
Validation prc-auc = 0.025561
Epoch 1043
Validation prc-auc = 0.025259
Epoch 1044
Validation prc-auc = 0.025326
Epoch 1045
Validation prc-auc = 0.025176
Epoch 1046
Validation prc-auc = 0.025013
Epoch 1047
Loss = 6.7220e-03, PNorm = 76.9258, GNorm = 0.2821, lr_0 = 9.4798e-04
Validation prc-auc = 0.024821
Epoch 1048
Validation prc-auc = 0.025297
Epoch 1049
Validation prc-auc = 0.025687
Epoch 1050
Validation prc-auc = 0.025830
Epoch 1051
Loss = 1.1835e-03, PNorm = 76.9506, GNorm = 0.0397, lr_0 = 9.4776e-04
Loss = 1.9860e-03, PNorm = 76.9522, GNorm = 0.1260, lr_0 = 9.4775e-04
Validation prc-auc = 0.026055
Epoch 1052
Validation prc-auc = 0.025770
Epoch 1053
Validation prc-auc = 0.025693
Epoch 1054
Validation prc-auc = 0.025530
Epoch 1055
Validation prc-auc = 0.025904
Epoch 1056
Loss = 3.1629e-03, PNorm = 76.9685, GNorm = 0.0677, lr_0 = 9.4751e-04
Loss = 1.7463e-04, PNorm = 76.9697, GNorm = 0.0101, lr_0 = 9.4749e-04
Validation prc-auc = 0.025973
Epoch 1057
Validation prc-auc = 0.026213
Epoch 1058
Validation prc-auc = 0.026270
Epoch 1059
Validation prc-auc = 0.026735
Epoch 1060
Validation prc-auc = 0.027072
Epoch 1061
Loss = 2.3444e-03, PNorm = 76.9866, GNorm = 0.1067, lr_0 = 9.4728e-04
Validation prc-auc = 0.027406
Epoch 1062
Validation prc-auc = 0.027885
Epoch 1063
Validation prc-auc = 0.027765
Epoch 1064
Validation prc-auc = 0.027760
Epoch 1065
Validation prc-auc = 0.028043
Epoch 1066
Loss = 2.2431e-02, PNorm = 76.9967, GNorm = 0.7432, lr_0 = 9.4702e-04
Validation prc-auc = 0.027933
Epoch 1067
Validation prc-auc = 0.027635
Epoch 1068
Validation prc-auc = 0.027493
Epoch 1069
Validation prc-auc = 0.028031
Epoch 1070
Loss = 7.3432e-03, PNorm = 77.0110, GNorm = 0.4938, lr_0 = 9.4681e-04
Loss = 1.0340e-04, PNorm = 77.0130, GNorm = 0.0040, lr_0 = 9.4679e-04
Validation prc-auc = 0.027856
Epoch 1071
Validation prc-auc = 0.027945
Epoch 1072
Validation prc-auc = 0.027578
Epoch 1073
Validation prc-auc = 0.027596
Epoch 1074
Validation prc-auc = 0.027111
Epoch 1075
Loss = 1.4374e-02, PNorm = 77.0539, GNorm = 0.5678, lr_0 = 9.4657e-04
Validation prc-auc = 0.027118
Epoch 1076
Validation prc-auc = 0.026916
Epoch 1077
Validation prc-auc = 0.027012
Epoch 1078
Validation prc-auc = 0.027050
Epoch 1079
Validation prc-auc = 0.027318
Epoch 1080
Loss = 1.1969e-03, PNorm = 77.1562, GNorm = 0.0465, lr_0 = 9.4632e-04
Validation prc-auc = 0.027709
Epoch 1081
Validation prc-auc = 0.028303
Epoch 1082
Validation prc-auc = 0.028149
Epoch 1083
Validation prc-auc = 0.027707
Epoch 1084
Loss = 5.9450e-03, PNorm = 77.1938, GNorm = 0.6679, lr_0 = 9.4610e-04
Loss = 2.6591e-04, PNorm = 77.1958, GNorm = 0.0232, lr_0 = 9.4608e-04
Validation prc-auc = 0.027459
Epoch 1085
Validation prc-auc = 0.027793
Epoch 1086
Validation prc-auc = 0.033937
Epoch 1087
Validation prc-auc = 0.040134
Epoch 1088
Validation prc-auc = 0.042309
Epoch 1089
Loss = 1.3411e-02, PNorm = 77.2837, GNorm = 0.5263, lr_0 = 9.4585e-04
Loss = 1.1217e-03, PNorm = 77.2933, GNorm = 0.0435, lr_0 = 9.4583e-04
Validation prc-auc = 0.040838
Epoch 1090
Validation prc-auc = 0.039085
Epoch 1091
Validation prc-auc = 0.037514
Epoch 1092
Validation prc-auc = 0.035838
Epoch 1093
Validation prc-auc = 0.033590
Epoch 1094
Loss = 2.0739e-03, PNorm = 77.4130, GNorm = 0.0832, lr_0 = 9.4561e-04
Validation prc-auc = 0.033134
Epoch 1095
Validation prc-auc = 0.034014
Epoch 1096
Validation prc-auc = 0.033497
Epoch 1097
Validation prc-auc = 0.032370
Epoch 1098
Validation prc-auc = 0.032628
Epoch 1099
Loss = 2.7509e-03, PNorm = 77.5083, GNorm = 0.0769, lr_0 = 9.4536e-04
Validation prc-auc = 0.033523
Epoch 1100
Validation prc-auc = 0.034073
Epoch 1101
Validation prc-auc = 0.034013
Epoch 1102
Validation prc-auc = 0.032894
Epoch 1103
Loss = 9.2225e-03, PNorm = 77.5926, GNorm = 0.5044, lr_0 = 9.4515e-04
Loss = 1.7492e-04, PNorm = 77.5975, GNorm = 0.0100, lr_0 = 9.4513e-04
Validation prc-auc = 0.031876
Epoch 1104
Validation prc-auc = 0.032933
Epoch 1105
Validation prc-auc = 0.032649
Epoch 1106
Validation prc-auc = 0.032174
Epoch 1107
Validation prc-auc = 0.031070
Epoch 1108
Loss = 5.3061e-02, PNorm = 77.6575, GNorm = 1.5676, lr_0 = 9.4489e-04
Validation prc-auc = 0.030648
Epoch 1109
Validation prc-auc = 0.030558
Epoch 1110
Validation prc-auc = 0.030211
Epoch 1111
Validation prc-auc = 0.030105
Epoch 1112
Validation prc-auc = 0.029955
Epoch 1113
Loss = 4.5971e-03, PNorm = 77.7047, GNorm = 0.2787, lr_0 = 9.4466e-04
Validation prc-auc = 0.030083
Epoch 1114
Validation prc-auc = 0.030172
Epoch 1115
Validation prc-auc = 0.030211
Epoch 1116
Validation prc-auc = 0.029938
Epoch 1117
Loss = 1.0626e-03, PNorm = 77.7280, GNorm = 0.0547, lr_0 = 9.4444e-04
Loss = 1.1629e-03, PNorm = 77.7292, GNorm = 0.0692, lr_0 = 9.4443e-04
Validation prc-auc = 0.029997
Epoch 1118
Validation prc-auc = 0.029554
Epoch 1119
Validation prc-auc = 0.028720
Epoch 1120
Validation prc-auc = 0.027777
Epoch 1121
Validation prc-auc = 0.027571
Epoch 1122
Loss = 2.6991e-02, PNorm = 77.7849, GNorm = 2.7558, lr_0 = 9.4419e-04
Loss = 6.5565e-07, PNorm = 77.7902, GNorm = 0.0000, lr_0 = 9.4417e-04
Validation prc-auc = 0.027055
Epoch 1123
Validation prc-auc = 0.027002
Epoch 1124
Validation prc-auc = 0.026665
Epoch 1125
Validation prc-auc = 0.027670
Epoch 1126
Validation prc-auc = 0.028235
Epoch 1127
Loss = 8.5989e-02, PNorm = 77.9640, GNorm = 2.6143, lr_0 = 9.4396e-04
Validation prc-auc = 0.028334
Epoch 1128
Validation prc-auc = 0.028690
Epoch 1129
Validation prc-auc = 0.027961
Epoch 1130
Validation prc-auc = 0.027190
Epoch 1131
Validation prc-auc = 0.027434
Epoch 1132
Loss = 1.8073e-02, PNorm = 78.2391, GNorm = 0.8425, lr_0 = 9.4371e-04
Validation prc-auc = 0.027454
Epoch 1133
Validation prc-auc = 0.028277
Epoch 1134
Validation prc-auc = 0.029286
Epoch 1135
Validation prc-auc = 0.031235
Epoch 1136
Loss = 1.5473e-02, PNorm = 78.3942, GNorm = 0.6433, lr_0 = 9.4349e-04
Loss = 1.9593e-01, PNorm = 78.4058, GNorm = 7.3894, lr_0 = 9.4347e-04
Validation prc-auc = 0.032562
Epoch 1137
Validation prc-auc = 0.033458
Epoch 1138
Validation prc-auc = 0.033771
Epoch 1139
Validation prc-auc = 0.032116
Epoch 1140
Validation prc-auc = 0.032155
Epoch 1141
Loss = 2.4754e-02, PNorm = 78.5818, GNorm = 0.6375, lr_0 = 9.4324e-04
Validation prc-auc = 0.031877
Epoch 1142
Validation prc-auc = 0.031866
Epoch 1143
Validation prc-auc = 0.031733
Epoch 1144
Validation prc-auc = 0.031529
Epoch 1145
Validation prc-auc = 0.031983
Epoch 1146
Loss = 1.1054e-02, PNorm = 78.6751, GNorm = 0.3122, lr_0 = 9.4300e-04
Validation prc-auc = 0.032046
Epoch 1147
Validation prc-auc = 0.032465
Epoch 1148
Validation prc-auc = 0.032606
Epoch 1149
Validation prc-auc = 0.033081
Epoch 1150
Loss = 3.1479e-02, PNorm = 78.7525, GNorm = 0.6819, lr_0 = 9.4279e-04
Loss = 4.7121e-04, PNorm = 78.7578, GNorm = 0.0460, lr_0 = 9.4277e-04
Validation prc-auc = 0.033971
Epoch 1151
Validation prc-auc = 0.034326
Epoch 1152
Validation prc-auc = 0.034278
Epoch 1153
Validation prc-auc = 0.035584
Epoch 1154
Validation prc-auc = 0.035834
Epoch 1155
Loss = 2.0100e-03, PNorm = 78.8131, GNorm = 0.1271, lr_0 = 9.4253e-04
Loss = 1.2981e-04, PNorm = 78.8162, GNorm = 0.0069, lr_0 = 9.4252e-04
Validation prc-auc = 0.036602
Epoch 1156
Validation prc-auc = 0.036610
Epoch 1157
Validation prc-auc = 0.037066
Epoch 1158
Validation prc-auc = 0.036724
Epoch 1159
Validation prc-auc = 0.037543
Epoch 1160
Loss = 4.8746e-03, PNorm = 78.8458, GNorm = 0.2105, lr_0 = 9.4230e-04
Validation prc-auc = 0.038136
Epoch 1161
Validation prc-auc = 0.038446
Epoch 1162
Validation prc-auc = 0.037966
Epoch 1163
Validation prc-auc = 0.038782
Epoch 1164
Validation prc-auc = 0.038833
Epoch 1165
Loss = 1.1215e-01, PNorm = 78.8819, GNorm = 1.1364, lr_0 = 9.4205e-04
Validation prc-auc = 0.039489
Epoch 1166
Validation prc-auc = 0.039227
Epoch 1167
Validation prc-auc = 0.038592
Epoch 1168
Validation prc-auc = 0.038090
Epoch 1169
Loss = 5.7795e-02, PNorm = 78.8990, GNorm = 0.2938, lr_0 = 9.4183e-04
Loss = 4.7042e-05, PNorm = 78.9054, GNorm = 0.0029, lr_0 = 9.4182e-04
Validation prc-auc = 0.036868
Epoch 1170
Validation prc-auc = 0.037253
Epoch 1171
Validation prc-auc = 0.036991
Epoch 1172
Validation prc-auc = 0.034612
Epoch 1173
Validation prc-auc = 0.031136
Epoch 1174
Loss = 3.6158e-02, PNorm = 79.0913, GNorm = 0.7866, lr_0 = 9.4158e-04
Validation prc-auc = 0.029654
Epoch 1175
Validation prc-auc = 0.030146
Epoch 1176
Validation prc-auc = 0.033159
Epoch 1177
Validation prc-auc = 0.036724
Epoch 1178
Validation prc-auc = 0.036814
Epoch 1179
Loss = 2.4766e-01, PNorm = 79.2866, GNorm = 1.6736, lr_0 = 9.4135e-04
Validation prc-auc = 0.036988
Epoch 1180
Validation prc-auc = 0.035078
Epoch 1181
Validation prc-auc = 0.032970
Epoch 1182
Validation prc-auc = 0.032076
Epoch 1183
Loss = 1.0222e-02, PNorm = 79.4102, GNorm = 0.0115, lr_0 = 9.4112e-04
Validation prc-auc = 0.031603
Epoch 1184
Validation prc-auc = 0.032535
Epoch 1185
Validation prc-auc = 0.033580
Epoch 1186
Validation prc-auc = 0.032885
Epoch 1187
Validation prc-auc = 0.029913
Epoch 1188
Loss = 7.9881e-02, PNorm = 79.5337, GNorm = 1.4360, lr_0 = 9.4088e-04
Loss = 6.4525e-05, PNorm = 79.5436, GNorm = 0.0033, lr_0 = 9.4087e-04
Validation prc-auc = 0.031056
Epoch 1189
Validation prc-auc = 0.029406
Epoch 1190
Validation prc-auc = 0.029048
Epoch 1191
Validation prc-auc = 0.029480
Epoch 1192
Validation prc-auc = 0.029223
Epoch 1193
Loss = 1.2403e-02, PNorm = 79.6456, GNorm = 0.4464, lr_0 = 9.4065e-04
Validation prc-auc = 0.029121
Epoch 1194
Validation prc-auc = 0.029915
Epoch 1195
Validation prc-auc = 0.030115
Epoch 1196
Validation prc-auc = 0.030904
Epoch 1197
Validation prc-auc = 0.029744
Epoch 1198
Loss = 6.1978e-03, PNorm = 79.7367, GNorm = 0.2040, lr_0 = 9.4040e-04
Validation prc-auc = 0.029055
Epoch 1199
Validation prc-auc = 0.028894
Epoch 1200
Validation prc-auc = 0.029244
Epoch 1201
Validation prc-auc = 0.029633
Epoch 1202
Loss = 2.1810e-02, PNorm = 79.7955, GNorm = 1.4630, lr_0 = 9.4018e-04
Loss = 1.2994e-01, PNorm = 79.7999, GNorm = 4.7049, lr_0 = 9.4016e-04
Validation prc-auc = 0.029569
Epoch 1203
Validation prc-auc = 0.029983
Epoch 1204
Validation prc-auc = 0.029359
Epoch 1205
Validation prc-auc = 0.028862
Epoch 1206
Validation prc-auc = 0.027767
Epoch 1207
Loss = 4.7716e-02, PNorm = 79.9221, GNorm = 0.8759, lr_0 = 9.3993e-04
Loss = 2.2848e-05, PNorm = 79.9316, GNorm = 0.0010, lr_0 = 9.3991e-04
Validation prc-auc = 0.027483
Epoch 1208
Validation prc-auc = 0.028392
Epoch 1209
Validation prc-auc = 0.028300
Epoch 1210
Validation prc-auc = 0.029451
Epoch 1211
Validation prc-auc = 0.030152
Epoch 1212
Loss = 6.1379e-03, PNorm = 80.0239, GNorm = 0.2336, lr_0 = 9.3970e-04
Validation prc-auc = 0.030391
Epoch 1213
Validation prc-auc = 0.030561
Epoch 1214
Validation prc-auc = 0.030558
Epoch 1215
Validation prc-auc = 0.030712
Epoch 1216
Loss = 1.0845e-03, PNorm = 80.0652, GNorm = 0.0641, lr_0 = 9.3946e-04
Validation prc-auc = 0.030652
Epoch 1217
Validation prc-auc = 0.030195
Epoch 1218
Validation prc-auc = 0.030059
Epoch 1219
Validation prc-auc = 0.030124
Epoch 1220
Validation prc-auc = 0.030063
Epoch 1221
Loss = 1.7977e-02, PNorm = 80.0995, GNorm = 0.1373, lr_0 = 9.3923e-04
Loss = 1.8649e-02, PNorm = 80.1025, GNorm = 0.8885, lr_0 = 9.3922e-04
Validation prc-auc = 0.030426
Epoch 1222
Validation prc-auc = 0.031076
Epoch 1223
Validation prc-auc = 0.031215
Epoch 1224
Validation prc-auc = 0.031234
Epoch 1225
Validation prc-auc = 0.032307
Epoch 1226
Loss = 5.1981e-04, PNorm = 80.1458, GNorm = 0.0159, lr_0 = 9.3900e-04
Validation prc-auc = 0.032723
Epoch 1227
Validation prc-auc = 0.033231
Epoch 1228
Validation prc-auc = 0.033068
Epoch 1229
Validation prc-auc = 0.033428
Epoch 1230
Validation prc-auc = 0.033335
Epoch 1231
Loss = 8.2829e-04, PNorm = 80.2007, GNorm = 0.0203, lr_0 = 9.3875e-04
Validation prc-auc = 0.033873
Epoch 1232
Validation prc-auc = 0.034194
Epoch 1233
Validation prc-auc = 0.034292
Epoch 1234
Validation prc-auc = 0.033999
Epoch 1235
Loss = 2.3921e-03, PNorm = 80.2348, GNorm = 0.1415, lr_0 = 9.3853e-04
Loss = 1.0987e-05, PNorm = 80.2364, GNorm = 0.0009, lr_0 = 9.3852e-04
Validation prc-auc = 0.034042
Epoch 1236
Validation prc-auc = 0.034196
Epoch 1237
Validation prc-auc = 0.034191
Epoch 1238
Validation prc-auc = 0.034199
Epoch 1239
Validation prc-auc = 0.034217
Epoch 1240
Loss = 6.0762e-03, PNorm = 80.2541, GNorm = 0.3477, lr_0 = 9.3828e-04
Loss = 8.2327e-04, PNorm = 80.2556, GNorm = 0.0559, lr_0 = 9.3827e-04
Validation prc-auc = 0.034451
Epoch 1241
Validation prc-auc = 0.034170
Epoch 1242
Validation prc-auc = 0.033263
Epoch 1243
Validation prc-auc = 0.032593
Epoch 1244
Validation prc-auc = 0.031891
Epoch 1245
Loss = 1.6011e-02, PNorm = 80.2753, GNorm = 0.4632, lr_0 = 9.3805e-04
Validation prc-auc = 0.031586
Epoch 1246
Validation prc-auc = 0.031292
Epoch 1247
Validation prc-auc = 0.031025
Epoch 1248
Validation prc-auc = 0.031300
Epoch 1249
Loss = 7.0360e-03, PNorm = 80.3085, GNorm = 0.0076, lr_0 = 9.3782e-04
Validation prc-auc = 0.031369
Epoch 1250
Validation prc-auc = 0.031203
Epoch 1251
Validation prc-auc = 0.031647
Epoch 1252
Validation prc-auc = 0.030519
Epoch 1253
Validation prc-auc = 0.030508
Epoch 1254
Loss = 3.8293e-03, PNorm = 80.3326, GNorm = 0.1491, lr_0 = 9.3758e-04
Loss = 1.4422e-04, PNorm = 80.3347, GNorm = 0.0055, lr_0 = 9.3757e-04
Validation prc-auc = 0.030015
Epoch 1255
Validation prc-auc = 0.030041
Epoch 1256
Validation prc-auc = 0.030210
Epoch 1257
Validation prc-auc = 0.030441
Epoch 1258
Validation prc-auc = 0.031185
Epoch 1259
Loss = 1.8007e-03, PNorm = 80.3726, GNorm = 0.0571, lr_0 = 9.3735e-04
Validation prc-auc = 0.031841
Epoch 1260
Validation prc-auc = 0.031733
Epoch 1261
Validation prc-auc = 0.031480
Epoch 1262
Validation prc-auc = 0.031320
Epoch 1263
Validation prc-auc = 0.031648
Epoch 1264
Loss = 2.0707e-03, PNorm = 80.4042, GNorm = 0.0884, lr_0 = 9.3710e-04
Validation prc-auc = 0.031653
Epoch 1265
Validation prc-auc = 0.031627
Epoch 1266
Validation prc-auc = 0.032039
Epoch 1267
Validation prc-auc = 0.032090
Epoch 1268
Loss = 1.6168e-02, PNorm = 80.4206, GNorm = 1.0963, lr_0 = 9.3689e-04
Loss = 1.2000e-05, PNorm = 80.4217, GNorm = 0.0007, lr_0 = 9.3687e-04
Validation prc-auc = 0.032272
Epoch 1269
Validation prc-auc = 0.031770
Epoch 1270
Validation prc-auc = 0.031903
Epoch 1271
Validation prc-auc = 0.031546
Epoch 1272
Validation prc-auc = 0.030882
Epoch 1273
Loss = 1.1292e-02, PNorm = 80.4344, GNorm = 0.8720, lr_0 = 9.3664e-04
Loss = 5.4022e-03, PNorm = 80.4354, GNorm = 0.2461, lr_0 = 9.3662e-04
Validation prc-auc = 0.030470
Epoch 1274
Validation prc-auc = 0.030757
Epoch 1275
Validation prc-auc = 0.030188
Epoch 1276
Validation prc-auc = 0.031704
Epoch 1277
Validation prc-auc = 0.031458
Epoch 1278
Loss = 3.4220e-02, PNorm = 80.5348, GNorm = 1.1851, lr_0 = 9.3641e-04
Validation prc-auc = 0.032363
Epoch 1279
Validation prc-auc = 0.034449
Epoch 1280
Validation prc-auc = 0.035144
Epoch 1281
Validation prc-auc = 0.035418
Epoch 1282
Validation prc-auc = 0.035119
Epoch 1283
Loss = 7.8606e-03, PNorm = 80.6346, GNorm = 0.3230, lr_0 = 9.3616e-04
Validation prc-auc = 0.034789
Epoch 1284
Validation prc-auc = 0.035447
Epoch 1285
Validation prc-auc = 0.035156
Epoch 1286
Validation prc-auc = 0.035586
Epoch 1287
Loss = 1.0057e-02, PNorm = 80.6779, GNorm = 0.5424, lr_0 = 9.3594e-04
Loss = 3.9536e-05, PNorm = 80.6808, GNorm = 0.0017, lr_0 = 9.3592e-04
Validation prc-auc = 0.035529
Epoch 1288
Validation prc-auc = 0.035314
Epoch 1289
Validation prc-auc = 0.035170
Epoch 1290
Validation prc-auc = 0.035420
Epoch 1291
Validation prc-auc = 0.036098
Epoch 1292
Loss = 5.8172e-04, PNorm = 80.7108, GNorm = 0.0200, lr_0 = 9.3571e-04
Validation prc-auc = 0.035893
Epoch 1293
Validation prc-auc = 0.035859
Epoch 1294
Validation prc-auc = 0.035549
Epoch 1295
Validation prc-auc = 0.035528
Epoch 1296
Validation prc-auc = 0.035304
Epoch 1297
Loss = 6.6375e-02, PNorm = 80.7290, GNorm = 2.3001, lr_0 = 9.3546e-04
Validation prc-auc = 0.034314
Epoch 1298
Validation prc-auc = 0.033514
Epoch 1299
Validation prc-auc = 0.032735
Epoch 1300
Validation prc-auc = 0.032297
Epoch 1301
Loss = 9.6623e-03, PNorm = 80.7387, GNorm = 0.2237, lr_0 = 9.3524e-04
Loss = 9.1183e-04, PNorm = 80.7402, GNorm = 0.0346, lr_0 = 9.3523e-04
Validation prc-auc = 0.031226
Epoch 1302
Validation prc-auc = 0.030824
Epoch 1303
Validation prc-auc = 0.030980
Epoch 1304
Validation prc-auc = 0.030968
Epoch 1305
Validation prc-auc = 0.030513
Epoch 1306
Loss = 5.5820e-03, PNorm = 80.7637, GNorm = 0.0910, lr_0 = 9.3499e-04
Loss = 7.7820e-01, PNorm = 80.7717, GNorm = 17.5078, lr_0 = 9.3498e-04
Validation prc-auc = 0.031197
Epoch 1307
Validation prc-auc = 0.031101
Epoch 1308
Validation prc-auc = 0.030035
Epoch 1309
Validation prc-auc = 0.030340
Epoch 1310
Validation prc-auc = 0.029302
Epoch 1311
Loss = 1.6779e-01, PNorm = 81.1068, GNorm = 2.8889, lr_0 = 9.3476e-04
Validation prc-auc = 0.031698
Epoch 1312
Validation prc-auc = 0.033824
Epoch 1313
Validation prc-auc = 0.034215
Epoch 1314
Validation prc-auc = 0.029690
Epoch 1315
Validation prc-auc = 0.028820
Epoch 1316
Loss = 2.1053e-01, PNorm = 81.4538, GNorm = 3.0579, lr_0 = 9.3451e-04
Validation prc-auc = 0.029979
Epoch 1317
Validation prc-auc = 0.031222
Epoch 1318
Validation prc-auc = 0.031694
Epoch 1319
Validation prc-auc = 0.033111
Epoch 1320
Loss = 1.4194e-02, PNorm = 81.7978, GNorm = 0.7242, lr_0 = 9.3430e-04
Loss = 1.4447e-03, PNorm = 81.8221, GNorm = 0.0456, lr_0 = 9.3428e-04
Validation prc-auc = 0.033862
Epoch 1321
Validation prc-auc = 0.033778
Epoch 1322
Validation prc-auc = 0.032955
Epoch 1323
Validation prc-auc = 0.033445
Epoch 1324
Validation prc-auc = 0.033750
Epoch 1325
Loss = 9.5055e-03, PNorm = 82.0338, GNorm = 0.6201, lr_0 = 9.3407e-04
Validation prc-auc = 0.033940
Epoch 1326
Validation prc-auc = 0.033096
Epoch 1327
Validation prc-auc = 0.032873
Epoch 1328
Validation prc-auc = 0.033624
Epoch 1329
Validation prc-auc = 0.034680
Epoch 1330
Loss = 9.9148e-03, PNorm = 82.1645, GNorm = 0.3194, lr_0 = 9.3382e-04
Validation prc-auc = 0.034816
Epoch 1331
Validation prc-auc = 0.033646
Epoch 1332
Validation prc-auc = 0.031721
Epoch 1333
Validation prc-auc = 0.030902
Epoch 1334
Loss = 1.6737e-02, PNorm = 82.2426, GNorm = 0.8400, lr_0 = 9.3360e-04
Loss = 1.0064e-02, PNorm = 82.2470, GNorm = 0.4785, lr_0 = 9.3359e-04
Validation prc-auc = 0.030054
Epoch 1335
Validation prc-auc = 0.030006
Epoch 1336
Validation prc-auc = 0.029893
Epoch 1337
Validation prc-auc = 0.029822
Epoch 1338
Validation prc-auc = 0.029963
Epoch 1339
Loss = 6.1558e-03, PNorm = 82.2892, GNorm = 0.3299, lr_0 = 9.3336e-04
Loss = 3.9967e-03, PNorm = 82.2910, GNorm = 0.2201, lr_0 = 9.3334e-04
Validation prc-auc = 0.029602
Epoch 1340
Validation prc-auc = 0.029498
Epoch 1341
Validation prc-auc = 0.029452
Epoch 1342
Validation prc-auc = 0.028666
Epoch 1343
Validation prc-auc = 0.028820
Epoch 1344
Loss = 6.0598e-03, PNorm = 82.3259, GNorm = 0.1651, lr_0 = 9.3312e-04
Validation prc-auc = 0.028400
Epoch 1345
Validation prc-auc = 0.027953
Epoch 1346
Validation prc-auc = 0.027749
Epoch 1347
Validation prc-auc = 0.027553
Epoch 1348
Validation prc-auc = 0.027721
Epoch 1349
Loss = 1.9562e-02, PNorm = 82.3678, GNorm = 0.7074, lr_0 = 9.3288e-04
Validation prc-auc = 0.027804
Epoch 1350
Validation prc-auc = 0.028261
Epoch 1351
Validation prc-auc = 0.028513
Epoch 1352
Validation prc-auc = 0.029229
Epoch 1353
Loss = 3.3222e-03, PNorm = 82.3929, GNorm = 0.0361, lr_0 = 9.3266e-04
Loss = 2.0761e-03, PNorm = 82.3942, GNorm = 0.0929, lr_0 = 9.3264e-04
Validation prc-auc = 0.029664
Epoch 1354
Validation prc-auc = 0.030231
Epoch 1355
Validation prc-auc = 0.029933
Epoch 1356
Validation prc-auc = 0.029273
Epoch 1357
Validation prc-auc = 0.029057
Epoch 1358
Loss = 3.7448e-03, PNorm = 82.4132, GNorm = 0.1433, lr_0 = 9.3241e-04
Validation prc-auc = 0.029053
Epoch 1359
Validation prc-auc = 0.029302
Epoch 1360
Validation prc-auc = 0.028376
Epoch 1361
Validation prc-auc = 0.028028
Epoch 1362
Validation prc-auc = 0.027805
Epoch 1363
Loss = 1.6059e-02, PNorm = 82.4347, GNorm = 1.1624, lr_0 = 9.3218e-04
Validation prc-auc = 0.027979
Epoch 1364
Validation prc-auc = 0.028435
Epoch 1365
Validation prc-auc = 0.026595
Epoch 1366
Validation prc-auc = 0.028046
Epoch 1367
Loss = 8.1782e-02, PNorm = 82.5366, GNorm = 2.5216, lr_0 = 9.3197e-04
Loss = 1.7126e-05, PNorm = 82.5595, GNorm = 0.0008, lr_0 = 9.3195e-04
Validation prc-auc = 0.028340
Epoch 1368
Validation prc-auc = 0.027964
Epoch 1369
Validation prc-auc = 0.029455
Epoch 1370
Validation prc-auc = 0.030915
Epoch 1371
Validation prc-auc = 0.031474
Epoch 1372
Loss = 3.1822e-02, PNorm = 82.9762, GNorm = 1.8803, lr_0 = 9.3172e-04
Loss = 9.9495e-02, PNorm = 83.0107, GNorm = 3.3390, lr_0 = 9.3170e-04
Validation prc-auc = 0.030744
Epoch 1373
Validation prc-auc = 0.030378
Epoch 1374
Validation prc-auc = 0.031581
Epoch 1375
Validation prc-auc = 0.031975
Epoch 1376
Validation prc-auc = 0.030530
Epoch 1377
Loss = 5.6329e-02, PNorm = 83.4434, GNorm = 1.5348, lr_0 = 9.3149e-04
Validation prc-auc = 0.031303
Epoch 1378
Validation prc-auc = 0.036203
Epoch 1379
Validation prc-auc = 0.040160
Epoch 1380
Validation prc-auc = 0.045051
Epoch 1381
Validation prc-auc = 0.042345
Epoch 1382
Loss = 7.3546e-02, PNorm = 83.9433, GNorm = 1.3084, lr_0 = 9.3124e-04
Validation prc-auc = 0.040424
Epoch 1383
Validation prc-auc = 0.041045
Epoch 1384
Validation prc-auc = 0.039026
Epoch 1385
Validation prc-auc = 0.038638
Epoch 1386
Loss = 4.9775e-02, PNorm = 84.2186, GNorm = 0.5778, lr_0 = 9.3102e-04
Loss = 1.4755e-01, PNorm = 84.2371, GNorm = 5.4846, lr_0 = 9.3101e-04
Validation prc-auc = 0.035009
Epoch 1387
Validation prc-auc = 0.032534
Epoch 1388
Validation prc-auc = 0.031866
Epoch 1389
Validation prc-auc = 0.032101
Epoch 1390
Validation prc-auc = 0.031527
Epoch 1391
Loss = 2.7708e-02, PNorm = 84.4661, GNorm = 0.7364, lr_0 = 9.3078e-04
Validation prc-auc = 0.031329
Epoch 1392
Validation prc-auc = 0.032505
Epoch 1393
Validation prc-auc = 0.036580
Epoch 1394
Validation prc-auc = 0.039347
Epoch 1395
Validation prc-auc = 0.040624
Epoch 1396
Loss = 1.3944e-02, PNorm = 84.6689, GNorm = 0.3184, lr_0 = 9.3055e-04
Validation prc-auc = 0.039344
Epoch 1397
Validation prc-auc = 0.040032
Epoch 1398
Validation prc-auc = 0.038284
Epoch 1399
Validation prc-auc = 0.035436
Epoch 1400
Loss = 8.6373e-02, PNorm = 84.8792, GNorm = 0.8772, lr_0 = 9.3033e-04
Loss = 8.8365e-02, PNorm = 84.8955, GNorm = 3.8018, lr_0 = 9.3032e-04
Validation prc-auc = 0.033227
Epoch 1401
Validation prc-auc = 0.030691
Epoch 1402
Validation prc-auc = 0.028954
Epoch 1403
Validation prc-auc = 0.030878
Epoch 1404
Validation prc-auc = 0.033408
Epoch 1405
Loss = 2.1958e-02, PNorm = 85.1206, GNorm = 0.4070, lr_0 = 9.3008e-04
Loss = 6.9130e-03, PNorm = 85.1353, GNorm = 0.3518, lr_0 = 9.3007e-04
Validation prc-auc = 0.036806
Epoch 1406
Validation prc-auc = 0.035659
Epoch 1407
Validation prc-auc = 0.032023
Epoch 1408
Validation prc-auc = 0.031744
Epoch 1409
Validation prc-auc = 0.030771
Epoch 1410
Loss = 1.4519e-02, PNorm = 85.2854, GNorm = 0.5670, lr_0 = 9.2985e-04
Validation prc-auc = 0.030567
Epoch 1411
Validation prc-auc = 0.030702
Epoch 1412
Validation prc-auc = 0.030628
Epoch 1413
Validation prc-auc = 0.031054
Epoch 1414
Validation prc-auc = 0.032977
Epoch 1415
Loss = 4.3498e-02, PNorm = 85.3774, GNorm = 1.2135, lr_0 = 9.2961e-04
Validation prc-auc = 0.033282
Epoch 1416
Validation prc-auc = 0.033842
Epoch 1417
Validation prc-auc = 0.031840
Epoch 1418
Validation prc-auc = 0.030344
Epoch 1419
Loss = 6.3436e-02, PNorm = 85.4590, GNorm = 0.1161, lr_0 = 9.2939e-04
Loss = 7.1272e-05, PNorm = 85.4645, GNorm = 0.0039, lr_0 = 9.2938e-04
Validation prc-auc = 0.028998
Epoch 1420
Validation prc-auc = 0.027671
Epoch 1421
Validation prc-auc = 0.027354
Epoch 1422
Validation prc-auc = 0.027427
Epoch 1423
Validation prc-auc = 0.027454
Epoch 1424
Loss = 1.3368e-02, PNorm = 85.5142, GNorm = 0.1593, lr_0 = 9.2914e-04
Validation prc-auc = 0.027385
Epoch 1425
Validation prc-auc = 0.027648
Epoch 1426
Validation prc-auc = 0.027820
Epoch 1427
Validation prc-auc = 0.028058
Epoch 1428
Validation prc-auc = 0.028281
Epoch 1429
Loss = 2.5524e-03, PNorm = 85.5692, GNorm = 0.0707, lr_0 = 9.2891e-04
Validation prc-auc = 0.028379
Epoch 1430
Validation prc-auc = 0.028663
Epoch 1431
Validation prc-auc = 0.028708
Epoch 1432
Validation prc-auc = 0.028663
Epoch 1433
Loss = 2.3411e-02, PNorm = 85.6296, GNorm = 0.1240, lr_0 = 9.2868e-04
Validation prc-auc = 0.028742
Epoch 1434
Validation prc-auc = 0.028959
Epoch 1435
Validation prc-auc = 0.028656
Epoch 1436
Validation prc-auc = 0.028497
Epoch 1437
Validation prc-auc = 0.028150
Epoch 1438
Loss = 1.6326e-02, PNorm = 85.6602, GNorm = 0.4207, lr_0 = 9.2845e-04
Loss = 2.8149e-04, PNorm = 85.6631, GNorm = 0.0181, lr_0 = 9.2844e-04
Validation prc-auc = 0.027299
Epoch 1439
Validation prc-auc = 0.026719
Epoch 1440
Validation prc-auc = 0.026014
Epoch 1441
Validation prc-auc = 0.025336
Epoch 1442
Validation prc-auc = 0.025025
Epoch 1443
Loss = 2.7353e-01, PNorm = 85.7412, GNorm = 2.1927, lr_0 = 9.2822e-04
Validation prc-auc = 0.024735
Epoch 1444
Validation prc-auc = 0.024333
Epoch 1445
Validation prc-auc = 0.024560
Epoch 1446
Validation prc-auc = 0.026102
Epoch 1447
Validation prc-auc = 0.028902
Epoch 1448
Loss = 7.8670e-02, PNorm = 85.9491, GNorm = 1.2206, lr_0 = 9.2798e-04
Validation prc-auc = 0.030373
Epoch 1449
Validation prc-auc = 0.030806
Epoch 1450
Validation prc-auc = 0.030528
Epoch 1451
Validation prc-auc = 0.029857
Epoch 1452
Loss = 5.1998e-02, PNorm = 86.1766, GNorm = 1.2937, lr_0 = 9.2776e-04
Loss = 8.1842e-05, PNorm = 86.1911, GNorm = 0.0032, lr_0 = 9.2775e-04
Validation prc-auc = 0.030848
Epoch 1453
Validation prc-auc = 0.031763
Epoch 1454
Validation prc-auc = 0.031901
Epoch 1455
Validation prc-auc = 0.030966
Epoch 1456
Validation prc-auc = 0.031207
Epoch 1457
Loss = 3.3874e-03, PNorm = 86.3501, GNorm = 0.0845, lr_0 = 9.2752e-04
Loss = 7.7702e-04, PNorm = 86.3585, GNorm = 0.0388, lr_0 = 9.2750e-04
Validation prc-auc = 0.031824
Epoch 1458
Validation prc-auc = 0.029527
Epoch 1459
Validation prc-auc = 0.028846
Epoch 1460
Validation prc-auc = 0.027679
Epoch 1461
Validation prc-auc = 0.026663
Epoch 1462
Loss = 3.0024e-02, PNorm = 86.4450, GNorm = 0.7050, lr_0 = 9.2729e-04
Validation prc-auc = 0.026395
Epoch 1463
Validation prc-auc = 0.026783
Epoch 1464
Validation prc-auc = 0.027779
Epoch 1465
Validation prc-auc = 0.027335
Epoch 1466
Loss = 1.9363e-01, PNorm = 86.5455, GNorm = 10.9176, lr_0 = 9.2706e-04
Validation prc-auc = 0.027302
Epoch 1467
Validation prc-auc = 0.027579
Epoch 1468
Validation prc-auc = 0.029532
Epoch 1469
Validation prc-auc = 0.031060
Epoch 1470
Validation prc-auc = 0.031360
Epoch 1471
Loss = 7.1698e-03, PNorm = 86.6785, GNorm = 0.2870, lr_0 = 9.2683e-04
Loss = 1.5059e-03, PNorm = 86.6853, GNorm = 0.0554, lr_0 = 9.2681e-04
Validation prc-auc = 0.031541
Epoch 1472
Validation prc-auc = 0.031335
Epoch 1473
Validation prc-auc = 0.030735
Epoch 1474
Validation prc-auc = 0.030347
Epoch 1475
Validation prc-auc = 0.029591
Epoch 1476
Loss = 3.3535e-02, PNorm = 86.7694, GNorm = 1.0099, lr_0 = 9.2660e-04
Validation prc-auc = 0.029553
Epoch 1477
Validation prc-auc = 0.030793
Epoch 1478
Validation prc-auc = 0.035126
Epoch 1479
Validation prc-auc = 0.032512
Epoch 1480
Validation prc-auc = 0.030027
Epoch 1481
Loss = 3.3281e-02, PNorm = 86.9745, GNorm = 0.7286, lr_0 = 9.2635e-04
Validation prc-auc = 0.028987
Epoch 1482
Validation prc-auc = 0.029423
Epoch 1483
Validation prc-auc = 0.029601
Epoch 1484
Validation prc-auc = 0.030327
Epoch 1485
Loss = 7.5797e-02, PNorm = 87.1442, GNorm = 1.7123, lr_0 = 9.2614e-04
Loss = 5.4246e-04, PNorm = 87.1550, GNorm = 0.0175, lr_0 = 9.2612e-04
Validation prc-auc = 0.029938
Epoch 1486
Validation prc-auc = 0.030268
Epoch 1487
Validation prc-auc = 0.030899
Epoch 1488
Validation prc-auc = 0.030991
Epoch 1489
Validation prc-auc = 0.030723
Epoch 1490
Loss = 5.8815e-02, PNorm = 87.2737, GNorm = 1.6306, lr_0 = 9.2589e-04
Loss = 7.3956e-02, PNorm = 87.2836, GNorm = 5.5829, lr_0 = 9.2587e-04
Validation prc-auc = 0.029302
Epoch 1491
Validation prc-auc = 0.026961
Epoch 1492
Validation prc-auc = 0.024501
Epoch 1493
Validation prc-auc = 0.023723
Epoch 1494
Validation prc-auc = 0.024706
Epoch 1495
Loss = 8.1314e-02, PNorm = 87.4281, GNorm = 1.0372, lr_0 = 9.2566e-04
Validation prc-auc = 0.025059
Epoch 1496
Validation prc-auc = 0.025282
Epoch 1497
Validation prc-auc = 0.025826
Epoch 1498
Validation prc-auc = 0.026928
Epoch 1499
Loss = 2.2412e-02, PNorm = 87.5574, GNorm = 0.0125, lr_0 = 9.2543e-04
Validation prc-auc = 0.027324
Epoch 1500
Validation prc-auc = 0.027465
Epoch 1501
Validation prc-auc = 0.027332
Epoch 1502
Validation prc-auc = 0.027460
Epoch 1503
Validation prc-auc = 0.027730
Epoch 1504
Loss = 1.2600e-02, PNorm = 87.6275, GNorm = 1.0881, lr_0 = 9.2520e-04
Loss = 3.2321e-04, PNorm = 87.6303, GNorm = 0.0196, lr_0 = 9.2518e-04
Validation prc-auc = 0.027832
Epoch 1505
Validation prc-auc = 0.027730
Epoch 1506
Validation prc-auc = 0.027475
Epoch 1507
Validation prc-auc = 0.026189
Epoch 1508
Validation prc-auc = 0.026161
Epoch 1509
Loss = 6.8078e-03, PNorm = 87.6589, GNorm = 0.1289, lr_0 = 9.2497e-04
Validation prc-auc = 0.026349
Epoch 1510
Validation prc-auc = 0.027121
Epoch 1511
Validation prc-auc = 0.029005
Epoch 1512
Validation prc-auc = 0.031897
Epoch 1513
Validation prc-auc = 0.032458
Epoch 1514
Loss = 5.5626e-04, PNorm = 87.7322, GNorm = 0.0168, lr_0 = 9.2472e-04
Validation prc-auc = 0.032556
Epoch 1515
Validation prc-auc = 0.032020
Epoch 1516
Validation prc-auc = 0.031297
Epoch 1517
Validation prc-auc = 0.030243
Epoch 1518
Loss = 5.2007e-02, PNorm = 87.7887, GNorm = 0.7185, lr_0 = 9.2451e-04
Loss = 1.2609e-03, PNorm = 87.7928, GNorm = 0.0697, lr_0 = 9.2449e-04
Validation prc-auc = 0.029529
Epoch 1519
Validation prc-auc = 0.028632
Epoch 1520
Validation prc-auc = 0.027928
Epoch 1521
Validation prc-auc = 0.027341
Epoch 1522
Validation prc-auc = 0.027182
Epoch 1523
Loss = 3.6183e-03, PNorm = 87.8460, GNorm = 0.2010, lr_0 = 9.2427e-04
Loss = 1.1646e-04, PNorm = 87.8485, GNorm = 0.0049, lr_0 = 9.2425e-04
Validation prc-auc = 0.027276
Epoch 1524
Validation prc-auc = 0.027141
Epoch 1525
Validation prc-auc = 0.027402
Epoch 1526
Validation prc-auc = 0.027764
Epoch 1527
Validation prc-auc = 0.027541
Epoch 1528
Loss = 1.9701e-02, PNorm = 87.8770, GNorm = 0.6518, lr_0 = 9.2404e-04
Validation prc-auc = 0.026823
Epoch 1529
Validation prc-auc = 0.025200
Epoch 1530
Validation prc-auc = 0.023845
Epoch 1531
Validation prc-auc = 0.023168
Epoch 1532
Validation prc-auc = 0.022455
Epoch 1533
Loss = 2.7278e-01, PNorm = 88.0615, GNorm = 2.0856, lr_0 = 9.2379e-04
Validation prc-auc = 0.021757
Epoch 1534
Validation prc-auc = 0.022705
Epoch 1535
Validation prc-auc = 0.025386
Epoch 1536
Validation prc-auc = 0.027335
Epoch 1537
Loss = 3.0600e-02, PNorm = 88.2041, GNorm = 0.0745, lr_0 = 9.2358e-04
Loss = 1.1027e-04, PNorm = 88.2147, GNorm = 0.0040, lr_0 = 9.2356e-04
Validation prc-auc = 0.027298
Epoch 1538
Validation prc-auc = 0.026948
Epoch 1539
Validation prc-auc = 0.026598
Epoch 1540
Validation prc-auc = 0.026897
Epoch 1541
Validation prc-auc = 0.027055
Epoch 1542
Loss = 1.6014e-02, PNorm = 88.3233, GNorm = 0.3406, lr_0 = 9.2335e-04
Validation prc-auc = 0.026744
Epoch 1543
Validation prc-auc = 0.027005
Epoch 1544
Validation prc-auc = 0.027372
Epoch 1545
Validation prc-auc = 0.027360
Epoch 1546
Validation prc-auc = 0.027355
Epoch 1547
Loss = 1.8902e-02, PNorm = 88.4094, GNorm = 0.4600, lr_0 = 9.2310e-04
Validation prc-auc = 0.027238
Epoch 1548
Validation prc-auc = 0.027110
Epoch 1549
Validation prc-auc = 0.027011
Epoch 1550
Validation prc-auc = 0.026979
Epoch 1551
Loss = 5.3091e-02, PNorm = 88.4503, GNorm = 0.7667, lr_0 = 9.2289e-04
Loss = 2.4152e-04, PNorm = 88.4523, GNorm = 0.0114, lr_0 = 9.2287e-04
Validation prc-auc = 0.026821
Epoch 1552
Validation prc-auc = 0.026642
Epoch 1553
Validation prc-auc = 0.026650
Epoch 1554
Validation prc-auc = 0.026448
Epoch 1555
Validation prc-auc = 0.026270
Epoch 1556
Loss = 1.5895e-03, PNorm = 88.4767, GNorm = 0.0428, lr_0 = 9.2264e-04
Loss = 9.3214e-05, PNorm = 88.4782, GNorm = 0.0027, lr_0 = 9.2263e-04
Validation prc-auc = 0.025925
Epoch 1557
Validation prc-auc = 0.025547
Epoch 1558
Validation prc-auc = 0.024786
Epoch 1559
Validation prc-auc = 0.024482
Epoch 1560
Validation prc-auc = 0.024450
Epoch 1561
Loss = 3.4018e-03, PNorm = 88.5000, GNorm = 0.0912, lr_0 = 9.2242e-04
Validation prc-auc = 0.024511
Epoch 1562
Validation prc-auc = 0.024483
Epoch 1563
Validation prc-auc = 0.024422
Epoch 1564
Validation prc-auc = 0.024462
Epoch 1565
Validation prc-auc = 0.024441
Epoch 1566
Loss = 2.6388e-03, PNorm = 88.5184, GNorm = 0.0729, lr_0 = 9.2217e-04
Validation prc-auc = 0.024253
Epoch 1567
Validation prc-auc = 0.024275
Epoch 1568
Validation prc-auc = 0.024270
Epoch 1569
Validation prc-auc = 0.024374
Epoch 1570
Loss = 1.1721e-03, PNorm = 88.5424, GNorm = 0.0250, lr_0 = 9.2196e-04
Loss = 6.1904e-05, PNorm = 88.5470, GNorm = 0.0025, lr_0 = 9.2194e-04
Validation prc-auc = 0.024621
Epoch 1571
Validation prc-auc = 0.024368
Epoch 1572
Validation prc-auc = 0.024559
Epoch 1573
Validation prc-auc = 0.024790
Epoch 1574
Validation prc-auc = 0.025613
Epoch 1575
Loss = 3.7427e-03, PNorm = 88.6079, GNorm = 0.3554, lr_0 = 9.2173e-04
Validation prc-auc = 0.025703
Epoch 1576
Validation prc-auc = 0.025808
Epoch 1577
Validation prc-auc = 0.026022
Epoch 1578
Validation prc-auc = 0.026187
Epoch 1579
Validation prc-auc = 0.025544
Epoch 1580
Loss = 8.2546e-03, PNorm = 88.6871, GNorm = 0.2909, lr_0 = 9.2148e-04
Validation prc-auc = 0.025069
Epoch 1581
Validation prc-auc = 0.024585
Epoch 1582
Validation prc-auc = 0.024612
Epoch 1583
Validation prc-auc = 0.025086
Epoch 1584
Loss = 3.1299e-04, PNorm = 88.7538, GNorm = 0.0142, lr_0 = 9.2127e-04
Loss = 1.2417e-05, PNorm = 88.7586, GNorm = 0.0006, lr_0 = 9.2125e-04
Validation prc-auc = 0.024898
Epoch 1585
Validation prc-auc = 0.024743
Epoch 1586
Validation prc-auc = 0.024793
Epoch 1587
Validation prc-auc = 0.024859
Epoch 1588
Validation prc-auc = 0.024880
Epoch 1589
Loss = 2.3837e-02, PNorm = 88.8235, GNorm = 1.2788, lr_0 = 9.2103e-04
Loss = 7.0206e-04, PNorm = 88.8298, GNorm = 0.0288, lr_0 = 9.2101e-04
Validation prc-auc = 0.025981
Epoch 1590
Validation prc-auc = 0.026935
Epoch 1591
Validation prc-auc = 0.027897
Epoch 1592
Validation prc-auc = 0.028634
Epoch 1593
Validation prc-auc = 0.028756
Epoch 1594
Loss = 2.4963e-03, PNorm = 88.9054, GNorm = 0.1289, lr_0 = 9.2080e-04
Validation prc-auc = 0.029059
Epoch 1595
Validation prc-auc = 0.029111
Epoch 1596
Validation prc-auc = 0.028885
Epoch 1597
Validation prc-auc = 0.028209
Epoch 1598
Validation prc-auc = 0.027894
Epoch 1599
Loss = 5.1872e-04, PNorm = 88.9445, GNorm = 0.0175, lr_0 = 9.2055e-04
Validation prc-auc = 0.027835
Epoch 1600
Validation prc-auc = 0.027758
Epoch 1601
Validation prc-auc = 0.027106
Epoch 1602
Validation prc-auc = 0.026458
Epoch 1603
Loss = 5.5904e-02, PNorm = 88.9601, GNorm = 0.0216, lr_0 = 9.2034e-04
Loss = 2.0006e-05, PNorm = 88.9611, GNorm = 0.0009, lr_0 = 9.2032e-04
Validation prc-auc = 0.026294
Epoch 1604
Validation prc-auc = 0.026140
Epoch 1605
Validation prc-auc = 0.026391
Epoch 1606
Validation prc-auc = 0.026402
Epoch 1607
Validation prc-auc = 0.026236
Epoch 1608
Loss = 6.0383e-03, PNorm = 88.9813, GNorm = 0.6189, lr_0 = 9.2010e-04
Validation prc-auc = 0.026109
Epoch 1609
Validation prc-auc = 0.026241
Epoch 1610
Validation prc-auc = 0.026287
Epoch 1611
Validation prc-auc = 0.026242
Epoch 1612
Validation prc-auc = 0.026251
Epoch 1613
Loss = 1.1392e-03, PNorm = 88.9948, GNorm = 0.0480, lr_0 = 9.1987e-04
Validation prc-auc = 0.026246
Epoch 1614
Validation prc-auc = 0.026438
Epoch 1615
Validation prc-auc = 0.026403
Epoch 1616
Validation prc-auc = 0.026281
Epoch 1617
Loss = 1.6905e-03, PNorm = 89.0047, GNorm = 0.1432, lr_0 = 9.1966e-04
Loss = 2.1934e-05, PNorm = 89.0055, GNorm = 0.0010, lr_0 = 9.1964e-04
Validation prc-auc = 0.026152
Epoch 1618
Validation prc-auc = 0.026094
Epoch 1619
Validation prc-auc = 0.024758
Epoch 1620
Validation prc-auc = 0.023893
Epoch 1621
Validation prc-auc = 0.023514
Epoch 1622
Loss = 1.8067e-02, PNorm = 89.0214, GNorm = 2.7984, lr_0 = 9.1941e-04
Loss = 3.4813e-04, PNorm = 89.0228, GNorm = 0.0271, lr_0 = 9.1939e-04
Validation prc-auc = 0.024041
Epoch 1623
Validation prc-auc = 0.025416
Epoch 1624
Validation prc-auc = 0.025968
Epoch 1625
Validation prc-auc = 0.026170
Epoch 1626
Validation prc-auc = 0.026121
Epoch 1627
Loss = 7.7565e-04, PNorm = 89.0437, GNorm = 0.0280, lr_0 = 9.1918e-04
Validation prc-auc = 0.026282
Epoch 1628
Validation prc-auc = 0.026429
Epoch 1629
Validation prc-auc = 0.026549
Epoch 1630
Validation prc-auc = 0.026456
Epoch 1631
Validation prc-auc = 0.026421
Epoch 1632
Loss = 7.8598e-04, PNorm = 89.0554, GNorm = 0.0224, lr_0 = 9.1894e-04
Validation prc-auc = 0.026384
Epoch 1633
Validation prc-auc = 0.026314
Epoch 1634
Validation prc-auc = 0.026246
Epoch 1635
Validation prc-auc = 0.026092
Epoch 1636
Loss = 5.6872e-04, PNorm = 89.0622, GNorm = 0.0246, lr_0 = 9.1873e-04
Loss = 2.4778e-04, PNorm = 89.0625, GNorm = 0.0128, lr_0 = 9.1871e-04
Validation prc-auc = 0.026012
Epoch 1637
Validation prc-auc = 0.025977
Epoch 1638
Validation prc-auc = 0.026252
Epoch 1639
Validation prc-auc = 0.026235
Epoch 1640
Validation prc-auc = 0.026266
Epoch 1641
Loss = 6.9979e-04, PNorm = 89.0685, GNorm = 0.0190, lr_0 = 9.1848e-04
Validation prc-auc = 0.026336
Epoch 1642
Validation prc-auc = 0.026326
Epoch 1643
Validation prc-auc = 0.026443
Epoch 1644
Validation prc-auc = 0.026479
Epoch 1645
Validation prc-auc = 0.026487
Epoch 1646
Loss = 3.2207e-03, PNorm = 89.0740, GNorm = 0.1926, lr_0 = 9.1825e-04
Validation prc-auc = 0.026876
Epoch 1647
Validation prc-auc = 0.026494
Epoch 1648
Validation prc-auc = 0.026027
Epoch 1649
Validation prc-auc = 0.025977
Epoch 1650
Loss = 6.3487e-03, PNorm = 89.1357, GNorm = 0.2307, lr_0 = 9.1804e-04
Loss = 2.8411e-05, PNorm = 89.1417, GNorm = 0.0011, lr_0 = 9.1803e-04
Validation prc-auc = 0.025814
Epoch 1651
Validation prc-auc = 0.025478
Epoch 1652
Validation prc-auc = 0.025202
Epoch 1653
Validation prc-auc = 0.025245
Epoch 1654
Validation prc-auc = 0.025142
Epoch 1655
Loss = 9.9426e-04, PNorm = 89.1960, GNorm = 0.1199, lr_0 = 9.1780e-04
Loss = 2.2054e-06, PNorm = 89.1981, GNorm = 0.0001, lr_0 = 9.1778e-04
Validation prc-auc = 0.025060
Epoch 1656
Validation prc-auc = 0.025769
Epoch 1657
Validation prc-auc = 0.025917
Epoch 1658
Validation prc-auc = 0.026313
Epoch 1659
Validation prc-auc = 0.026423
Epoch 1660
Loss = 1.6986e-02, PNorm = 89.2298, GNorm = 0.5398, lr_0 = 9.1757e-04
Validation prc-auc = 0.026476
Epoch 1661
Validation prc-auc = 0.026471
Epoch 1662
Validation prc-auc = 0.026567
Epoch 1663
Validation prc-auc = 0.026679
Epoch 1664
Validation prc-auc = 0.026948
Epoch 1665
Loss = 3.5624e-03, PNorm = 89.2541, GNorm = 0.1397, lr_0 = 9.1733e-04
Validation prc-auc = 0.026961
Epoch 1666
Validation prc-auc = 0.026367
Epoch 1667
Validation prc-auc = 0.025952
Epoch 1668
Validation prc-auc = 0.025828
Epoch 1669
Loss = 1.7030e-03, PNorm = 89.2860, GNorm = 0.0705, lr_0 = 9.1712e-04
Loss = 3.1453e-04, PNorm = 89.2896, GNorm = 0.0157, lr_0 = 9.1710e-04
Validation prc-auc = 0.025306
Epoch 1670
Validation prc-auc = 0.025199
Epoch 1671
Validation prc-auc = 0.025354
Epoch 1672
Validation prc-auc = 0.025258
Epoch 1673
Validation prc-auc = 0.025304
Epoch 1674
Loss = 8.4460e-03, PNorm = 89.3217, GNorm = 0.0789, lr_0 = 9.1687e-04
Validation prc-auc = 0.025808
Epoch 1675
Validation prc-auc = 0.026082
Epoch 1676
Validation prc-auc = 0.026294
Epoch 1677
Validation prc-auc = 0.026055
Epoch 1678
Validation prc-auc = 0.026157
Epoch 1679
Loss = 3.1711e-04, PNorm = 89.3474, GNorm = 0.0159, lr_0 = 9.1664e-04
Validation prc-auc = 0.026271
Epoch 1680
Validation prc-auc = 0.026523
Epoch 1681
Validation prc-auc = 0.026742
Epoch 1682
Validation prc-auc = 0.026943
Epoch 1683
Loss = 5.1045e-04, PNorm = 89.3858, GNorm = 0.0102, lr_0 = 9.1642e-04
Validation prc-auc = 0.026930
Epoch 1684
Validation prc-auc = 0.027353
Epoch 1685
Validation prc-auc = 0.027492
Epoch 1686
Validation prc-auc = 0.027926
Epoch 1687
Validation prc-auc = 0.028106
Epoch 1688
Loss = 2.2972e-03, PNorm = 89.4086, GNorm = 0.2384, lr_0 = 9.1619e-04
Loss = 7.7589e-05, PNorm = 89.4099, GNorm = 0.0048, lr_0 = 9.1617e-04
Validation prc-auc = 0.028161
Epoch 1689
Validation prc-auc = 0.028192
Epoch 1690
Validation prc-auc = 0.026938
Epoch 1691
Validation prc-auc = 0.026446
Epoch 1692
Validation prc-auc = 0.026001
Epoch 1693
Loss = 4.4796e-04, PNorm = 89.4487, GNorm = 0.0125, lr_0 = 9.1596e-04
Validation prc-auc = 0.026253
Epoch 1694
Validation prc-auc = 0.026091
Epoch 1695
Validation prc-auc = 0.026430
Epoch 1696
Validation prc-auc = 0.026584
Epoch 1697
Validation prc-auc = 0.026883
Epoch 1698
Loss = 1.0717e-03, PNorm = 89.4893, GNorm = 0.0401, lr_0 = 9.1572e-04
Validation prc-auc = 0.027121
Epoch 1699
Validation prc-auc = 0.027344
Epoch 1700
Validation prc-auc = 0.027272
Epoch 1701
Validation prc-auc = 0.026757
Epoch 1702
Loss = 3.4740e-03, PNorm = 89.5035, GNorm = 0.2854, lr_0 = 9.1551e-04
Loss = 3.5443e-05, PNorm = 89.5047, GNorm = 0.0017, lr_0 = 9.1549e-04
Validation prc-auc = 0.026682
Epoch 1703
Validation prc-auc = 0.026542
Epoch 1704
Validation prc-auc = 0.026410
Epoch 1705
Validation prc-auc = 0.026257
Epoch 1706
Validation prc-auc = 0.026540
Epoch 1707
Loss = 2.6016e-03, PNorm = 89.5248, GNorm = 0.0141, lr_0 = 9.1526e-04
Loss = 1.0243e-03, PNorm = 89.5266, GNorm = 0.0389, lr_0 = 9.1525e-04
Validation prc-auc = 0.026934
Epoch 1708
Validation prc-auc = 0.027145
Epoch 1709
Validation prc-auc = 0.027803
Epoch 1710
Validation prc-auc = 0.027667
Epoch 1711
Validation prc-auc = 0.027904
Epoch 1712
Loss = 4.2313e-03, PNorm = 89.5456, GNorm = 0.2896, lr_0 = 9.1504e-04
Validation prc-auc = 0.028113
Epoch 1713
Validation prc-auc = 0.028538
Epoch 1714
Validation prc-auc = 0.028645
Epoch 1715
Validation prc-auc = 0.028328
Epoch 1716
Loss = 1.2223e-03, PNorm = 89.5800, GNorm = 0.0042, lr_0 = 9.1481e-04
Validation prc-auc = 0.028106
Epoch 1717
Validation prc-auc = 0.027859
Epoch 1718
Validation prc-auc = 0.027458
Epoch 1719
Validation prc-auc = 0.026722
Epoch 1720
Validation prc-auc = 0.026600
Epoch 1721
Loss = 1.7060e-02, PNorm = 89.6394, GNorm = 0.1325, lr_0 = 9.1458e-04
Loss = 6.7560e-05, PNorm = 89.6476, GNorm = 0.0045, lr_0 = 9.1457e-04
Validation prc-auc = 0.026626
Epoch 1722
Validation prc-auc = 0.026369
Epoch 1723
Validation prc-auc = 0.027613
Epoch 1724
Validation prc-auc = 0.029332
Epoch 1725
Validation prc-auc = 0.028368
Epoch 1726
Loss = 7.2619e-03, PNorm = 89.8065, GNorm = 0.4010, lr_0 = 9.1436e-04
Validation prc-auc = 0.027574
Epoch 1727
Validation prc-auc = 0.027902
Epoch 1728
Validation prc-auc = 0.028560
Epoch 1729
Validation prc-auc = 0.029966
Epoch 1730
Validation prc-auc = 0.031117
Epoch 1731
Loss = 9.9994e-04, PNorm = 89.9855, GNorm = 0.0518, lr_0 = 9.1411e-04
Validation prc-auc = 0.032851
Epoch 1732
Validation prc-auc = 0.032591
Epoch 1733
Validation prc-auc = 0.032140
Epoch 1734
Validation prc-auc = 0.031223
Epoch 1735
Loss = 1.7349e-02, PNorm = 90.2350, GNorm = 0.2512, lr_0 = 9.1390e-04
Loss = 1.2001e-01, PNorm = 90.2550, GNorm = 5.8324, lr_0 = 9.1389e-04
Validation prc-auc = 0.030858
Epoch 1736
Validation prc-auc = 0.029660
Epoch 1737
Validation prc-auc = 0.029767
Epoch 1738
Validation prc-auc = 0.029391
Epoch 1739
Validation prc-auc = 0.029159
Epoch 1740
Loss = 2.8085e-03, PNorm = 90.4556, GNorm = 0.1036, lr_0 = 9.1366e-04
Loss = 1.2223e-03, PNorm = 90.4635, GNorm = 0.0769, lr_0 = 9.1364e-04
Validation prc-auc = 0.028957
Epoch 1741
Validation prc-auc = 0.028577
Epoch 1742
Validation prc-auc = 0.028984
Epoch 1743
Validation prc-auc = 0.030229
Epoch 1744
Validation prc-auc = 0.030329
Epoch 1745
Loss = 6.0649e-04, PNorm = 90.5365, GNorm = 0.0137, lr_0 = 9.1343e-04
Validation prc-auc = 0.030644
Epoch 1746
Validation prc-auc = 0.030300
Epoch 1747
Validation prc-auc = 0.029771
Epoch 1748
Validation prc-auc = 0.029832
Epoch 1749
Loss = 7.9182e-04, PNorm = 90.5690, GNorm = 0.0013, lr_0 = 9.1320e-04
Validation prc-auc = 0.029654
Epoch 1750
Validation prc-auc = 0.029481
Epoch 1751
Validation prc-auc = 0.029368
Epoch 1752
Validation prc-auc = 0.029240
Epoch 1753
Validation prc-auc = 0.028904
Epoch 1754
Loss = 2.7256e-03, PNorm = 90.5889, GNorm = 0.0989, lr_0 = 9.1298e-04
Loss = 1.0480e-03, PNorm = 90.5901, GNorm = 0.0448, lr_0 = 9.1296e-04
Validation prc-auc = 0.029446
Epoch 1755
Validation prc-auc = 0.029648
Epoch 1756
Validation prc-auc = 0.030059
Epoch 1757
Validation prc-auc = 0.030196
Epoch 1758
Validation prc-auc = 0.030871
Epoch 1759
Loss = 5.2896e-03, PNorm = 90.6192, GNorm = 0.3294, lr_0 = 9.1275e-04
Validation prc-auc = 0.031664
Epoch 1760
Validation prc-auc = 0.032255
Epoch 1761
Validation prc-auc = 0.032486
Epoch 1762
Validation prc-auc = 0.032378
Epoch 1763
Validation prc-auc = 0.032229
Epoch 1764
Loss = 3.2545e-04, PNorm = 90.6522, GNorm = 0.0089, lr_0 = 9.1251e-04
Validation prc-auc = 0.032255
Epoch 1765
Validation prc-auc = 0.032280
Epoch 1766
Validation prc-auc = 0.032815
Epoch 1767
Validation prc-auc = 0.033486
Epoch 1768
Loss = 7.0085e-03, PNorm = 90.6783, GNorm = 0.4360, lr_0 = 9.1230e-04
Loss = 3.5403e-03, PNorm = 90.6803, GNorm = 0.1939, lr_0 = 9.1228e-04
Validation prc-auc = 0.033303
Epoch 1769
Validation prc-auc = 0.033629
Epoch 1770
Validation prc-auc = 0.033902
Epoch 1771
Validation prc-auc = 0.033487
Epoch 1772
Validation prc-auc = 0.033480
Epoch 1773
Loss = 8.3550e-03, PNorm = 90.7062, GNorm = 0.3238, lr_0 = 9.1206e-04
Loss = 1.3967e-03, PNorm = 90.7083, GNorm = 0.0899, lr_0 = 9.1204e-04
Validation prc-auc = 0.033963
Epoch 1774
Validation prc-auc = 0.034029
Epoch 1775
Validation prc-auc = 0.033056
Epoch 1776
Validation prc-auc = 0.032495
Epoch 1777
Validation prc-auc = 0.032031
Epoch 1778
Loss = 1.6471e-03, PNorm = 90.7332, GNorm = 0.0684, lr_0 = 9.1183e-04
Validation prc-auc = 0.031566
Epoch 1779
Validation prc-auc = 0.031499
Epoch 1780
Validation prc-auc = 0.030890
Epoch 1781
Validation prc-auc = 0.027293
Epoch 1782
Validation prc-auc = 0.025391
Epoch 1783
Loss = 6.6197e-03, PNorm = 90.7731, GNorm = 0.3132, lr_0 = 9.1159e-04
Validation prc-auc = 0.024895
Epoch 1784
Validation prc-auc = 0.025551
Epoch 1785
Validation prc-auc = 0.026470
Epoch 1786
Validation prc-auc = 0.027401
Epoch 1787
Loss = 5.1362e-03, PNorm = 90.8316, GNorm = 0.5395, lr_0 = 9.1138e-04
Loss = 5.2459e-03, PNorm = 90.8350, GNorm = 0.3666, lr_0 = 9.1136e-04
Validation prc-auc = 0.028301
Epoch 1788
Validation prc-auc = 0.028612
Epoch 1789
Validation prc-auc = 0.027930
Epoch 1790
Validation prc-auc = 0.026159
Epoch 1791
Validation prc-auc = 0.024845
Epoch 1792
Loss = 6.2311e-04, PNorm = 90.9074, GNorm = 0.0442, lr_0 = 9.1115e-04
Validation prc-auc = 0.023929
Epoch 1793
Validation prc-auc = 0.023125
Epoch 1794
Validation prc-auc = 0.024269
Epoch 1795
Validation prc-auc = 0.026812
Epoch 1796
Validation prc-auc = 0.029909
Epoch 1797
Loss = 3.4206e-02, PNorm = 91.1429, GNorm = 1.4704, lr_0 = 9.1091e-04
Validation prc-auc = 0.032004
Epoch 1798
Validation prc-auc = 0.033103
Epoch 1799
Validation prc-auc = 0.034047
Epoch 1800
Validation prc-auc = 0.033839
Epoch 1801
Loss = 5.7194e-03, PNorm = 91.3165, GNorm = 0.0868, lr_0 = 9.1070e-04
Loss = 4.2715e-03, PNorm = 91.3278, GNorm = 0.2048, lr_0 = 9.1068e-04
Validation prc-auc = 0.033698
Epoch 1802
Validation prc-auc = 0.033129
Epoch 1803
Validation prc-auc = 0.032707
Epoch 1804
Validation prc-auc = 0.031913
Epoch 1805
Validation prc-auc = 0.031377
Epoch 1806
Loss = 8.3893e-03, PNorm = 91.4323, GNorm = 0.0591, lr_0 = 9.1046e-04
Loss = 9.1913e-05, PNorm = 91.4372, GNorm = 0.0042, lr_0 = 9.1044e-04
Validation prc-auc = 0.030529
Epoch 1807
Validation prc-auc = 0.030185
Epoch 1808
Validation prc-auc = 0.030187
Epoch 1809
Validation prc-auc = 0.030674
Epoch 1810
Validation prc-auc = 0.030693
Epoch 1811
Loss = 2.7475e-02, PNorm = 91.4937, GNorm = 1.1525, lr_0 = 9.1023e-04
Validation prc-auc = 0.031998
Epoch 1812
Validation prc-auc = 0.031647
Epoch 1813
Validation prc-auc = 0.031333
Epoch 1814
Validation prc-auc = 0.031274
Epoch 1815
Validation prc-auc = 0.031461
Epoch 1816
Loss = 2.1299e-03, PNorm = 91.5465, GNorm = 0.0808, lr_0 = 9.0999e-04
Validation prc-auc = 0.031833
Epoch 1817
Validation prc-auc = 0.034483
Epoch 1818
Validation prc-auc = 0.035080
Epoch 1819
Validation prc-auc = 0.034902
Epoch 1820
Loss = 1.7369e-03, PNorm = 91.6243, GNorm = 0.0698, lr_0 = 9.0978e-04
Loss = 1.6302e-03, PNorm = 91.6308, GNorm = 0.1150, lr_0 = 9.0976e-04
Validation prc-auc = 0.035514
Epoch 1821
Validation prc-auc = 0.035557
Epoch 1822
Validation prc-auc = 0.035652
Epoch 1823
Validation prc-auc = 0.034916
Epoch 1824
Validation prc-auc = 0.034030
Epoch 1825
Loss = 4.6145e-03, PNorm = 91.6903, GNorm = 0.1644, lr_0 = 9.0955e-04
Validation prc-auc = 0.034008
Epoch 1826
Validation prc-auc = 0.034187
Epoch 1827
Validation prc-auc = 0.033542
Epoch 1828
Validation prc-auc = 0.033132
Epoch 1829
Validation prc-auc = 0.031680
Epoch 1830
Loss = 1.3256e-03, PNorm = 91.7317, GNorm = 0.0409, lr_0 = 9.0931e-04
Validation prc-auc = 0.030710
Epoch 1831
Validation prc-auc = 0.029886
Epoch 1832
Validation prc-auc = 0.030024
Epoch 1833
Validation prc-auc = 0.031131
Epoch 1834
Loss = 5.3237e-03, PNorm = 91.7701, GNorm = 0.6306, lr_0 = 9.0910e-04
Loss = 7.7114e-05, PNorm = 91.7722, GNorm = 0.0053, lr_0 = 9.0909e-04
Validation prc-auc = 0.031398
Epoch 1835
Validation prc-auc = 0.031575
Epoch 1836
Validation prc-auc = 0.031882
Epoch 1837
Validation prc-auc = 0.031917
Epoch 1838
Validation prc-auc = 0.031591
Epoch 1839
Loss = 2.2474e-03, PNorm = 91.7991, GNorm = 0.0719, lr_0 = 9.0886e-04
Loss = 8.7042e-04, PNorm = 91.8007, GNorm = 0.0403, lr_0 = 9.0884e-04
Validation prc-auc = 0.031125
Epoch 1840
Validation prc-auc = 0.030539
Epoch 1841
Validation prc-auc = 0.030554
Epoch 1842
Validation prc-auc = 0.030976
Epoch 1843
Validation prc-auc = 0.030708
Epoch 1844
Loss = 3.1869e-03, PNorm = 91.8208, GNorm = 0.3002, lr_0 = 9.0863e-04
Validation prc-auc = 0.030732
Epoch 1845
Validation prc-auc = 0.030981
Epoch 1846
Validation prc-auc = 0.031147
Epoch 1847
Validation prc-auc = 0.030661
Epoch 1848
Validation prc-auc = 0.031138
Epoch 1849
Loss = 7.5622e-04, PNorm = 91.8380, GNorm = 0.0273, lr_0 = 9.0839e-04
Validation prc-auc = 0.031721
Epoch 1850
Validation prc-auc = 0.032063
Epoch 1851
Validation prc-auc = 0.032093
Epoch 1852
Validation prc-auc = 0.032110
Epoch 1853
Loss = 6.0745e-03, PNorm = 91.8520, GNorm = 0.5520, lr_0 = 9.0818e-04
Loss = 9.4209e-04, PNorm = 91.8527, GNorm = 0.0473, lr_0 = 9.0817e-04
Validation prc-auc = 0.032285
Epoch 1854
Validation prc-auc = 0.031845
Epoch 1855
Validation prc-auc = 0.031359
Epoch 1856
Validation prc-auc = 0.030922
Epoch 1857
Validation prc-auc = 0.030906
Epoch 1858
Loss = 2.5956e-02, PNorm = 91.8623, GNorm = 0.8779, lr_0 = 9.0794e-04
Validation prc-auc = 0.031983
Epoch 1859
Validation prc-auc = 0.032479
Epoch 1860
Validation prc-auc = 0.032272
Epoch 1861
Validation prc-auc = 0.035601
Epoch 1862
Validation prc-auc = 0.036817
Epoch 1863
Loss = 2.0707e-02, PNorm = 91.8991, GNorm = 0.7405, lr_0 = 9.0772e-04
Validation prc-auc = 0.036026
Epoch 1864
Validation prc-auc = 0.035149
Epoch 1865
Validation prc-auc = 0.035298
Epoch 1866
Validation prc-auc = 0.035658
Epoch 1867
Loss = 4.1873e-04, PNorm = 91.9667, GNorm = 0.0388, lr_0 = 9.0751e-04
Loss = 3.3220e-04, PNorm = 91.9703, GNorm = 0.0261, lr_0 = 9.0749e-04
Validation prc-auc = 0.035912
Epoch 1868
Validation prc-auc = 0.035269
Epoch 1869
Validation prc-auc = 0.034828
Epoch 1870
Validation prc-auc = 0.034357
Epoch 1871
Validation prc-auc = 0.034190
Epoch 1872
Loss = 3.2352e-02, PNorm = 92.0027, GNorm = 0.0680, lr_0 = 9.0727e-04
Loss = 8.4348e-04, PNorm = 92.0054, GNorm = 0.0392, lr_0 = 9.0725e-04
Validation prc-auc = 0.033356
Epoch 1873
Validation prc-auc = 0.032594
Epoch 1874
Validation prc-auc = 0.033349
Epoch 1875
Validation prc-auc = 0.034439
Epoch 1876
Validation prc-auc = 0.033527
Epoch 1877
Loss = 9.3647e-03, PNorm = 92.0429, GNorm = 0.4313, lr_0 = 9.0704e-04
Validation prc-auc = 0.033943
Epoch 1878
Validation prc-auc = 0.033445
Epoch 1879
Validation prc-auc = 0.033166
Epoch 1880
Validation prc-auc = 0.033177
Epoch 1881
Validation prc-auc = 0.033233
Epoch 1882
Loss = 4.4993e-05, PNorm = 92.0698, GNorm = 0.0012, lr_0 = 9.0680e-04
Validation prc-auc = 0.033193
Epoch 1883
Validation prc-auc = 0.033580
Epoch 1884
Validation prc-auc = 0.034119
Epoch 1885
Validation prc-auc = 0.035206
Epoch 1886
Loss = 1.0505e-02, PNorm = 92.0906, GNorm = 1.0072, lr_0 = 9.0659e-04
Loss = 6.7540e-03, PNorm = 92.0930, GNorm = 0.3446, lr_0 = 9.0657e-04
Validation prc-auc = 0.035131
Epoch 1887
Validation prc-auc = 0.033600
Epoch 1888
Validation prc-auc = 0.032366
Epoch 1889
Validation prc-auc = 0.030952
Epoch 1890
Validation prc-auc = 0.031362
Epoch 1891
Loss = 7.3958e-04, PNorm = 92.1360, GNorm = 0.0367, lr_0 = 9.0635e-04
Validation prc-auc = 0.031648
Epoch 1892
Validation prc-auc = 0.032047
Epoch 1893
Validation prc-auc = 0.032176
Epoch 1894
Validation prc-auc = 0.032467
Epoch 1895
Validation prc-auc = 0.032406
Epoch 1896
Loss = 2.4366e-03, PNorm = 92.1829, GNorm = 0.0891, lr_0 = 9.0612e-04
Validation prc-auc = 0.032749
Epoch 1897
Validation prc-auc = 0.033022
Epoch 1898
Validation prc-auc = 0.032976
Epoch 1899
Validation prc-auc = 0.032960
Epoch 1900
Loss = 5.7882e-03, PNorm = 92.2091, GNorm = 0.0065, lr_0 = 9.0592e-04
Loss = 3.2427e-04, PNorm = 92.2102, GNorm = 0.0179, lr_0 = 9.0590e-04
Validation prc-auc = 0.032818
Epoch 1901
Validation prc-auc = 0.032914
Epoch 1902
Validation prc-auc = 0.032680
Epoch 1903
Validation prc-auc = 0.032243
Epoch 1904
Validation prc-auc = 0.031834
Epoch 1905
Loss = 3.0427e-03, PNorm = 92.2226, GNorm = 0.0189, lr_0 = 9.0567e-04
Loss = 3.0225e-02, PNorm = 92.2253, GNorm = 1.7114, lr_0 = 9.0566e-04
Validation prc-auc = 0.032074
Epoch 1906
Validation prc-auc = 0.031491
Epoch 1907
Validation prc-auc = 0.031554
Epoch 1908
Validation prc-auc = 0.031160
Epoch 1909
Validation prc-auc = 0.030801
Epoch 1910
Loss = 2.4084e-03, PNorm = 92.2571, GNorm = 0.1741, lr_0 = 9.0545e-04
Validation prc-auc = 0.030699
Epoch 1911
Validation prc-auc = 0.030392
Epoch 1912
Validation prc-auc = 0.030563
Epoch 1913
Validation prc-auc = 0.030798
Epoch 1914
Validation prc-auc = 0.030373
Epoch 1915
Loss = 3.1246e-04, PNorm = 92.2721, GNorm = 0.0146, lr_0 = 9.0521e-04
Validation prc-auc = 0.030237
Epoch 1916
Validation prc-auc = 0.030053
Epoch 1917
Validation prc-auc = 0.029991
Epoch 1918
Validation prc-auc = 0.029959
Epoch 1919
Loss = 5.0828e-04, PNorm = 92.2783, GNorm = 0.0276, lr_0 = 9.0500e-04
Loss = 3.7008e-01, PNorm = 92.2774, GNorm = 13.1399, lr_0 = 9.0498e-04
Validation prc-auc = 0.030610
Epoch 1920
Validation prc-auc = 0.030898
Epoch 1921
Validation prc-auc = 0.031200
Epoch 1922
Validation prc-auc = 0.031182
Epoch 1923
Validation prc-auc = 0.031064
Epoch 1924
Loss = 5.5225e-04, PNorm = 92.4205, GNorm = 0.0093, lr_0 = 9.0476e-04
Validation prc-auc = 0.031280
Epoch 1925
Validation prc-auc = 0.030813
Epoch 1926
Validation prc-auc = 0.030256
Epoch 1927
Validation prc-auc = 0.030055
Epoch 1928
Validation prc-auc = 0.030614
Epoch 1929
Loss = 4.1606e-02, PNorm = 92.5698, GNorm = 0.8503, lr_0 = 9.0454e-04
Validation prc-auc = 0.030503
Epoch 1930
Validation prc-auc = 0.030741
Epoch 1931
Validation prc-auc = 0.030956
Epoch 1932
Validation prc-auc = 0.031484
Epoch 1933
Loss = 2.3133e-03, PNorm = 92.6888, GNorm = 0.0276, lr_0 = 9.0431e-04
Validation prc-auc = 0.031868
Epoch 1934
Validation prc-auc = 0.032439
Epoch 1935
Validation prc-auc = 0.033437
Epoch 1936
Validation prc-auc = 0.034033
Epoch 1937
Validation prc-auc = 0.034581
Epoch 1938
Loss = 2.9038e-03, PNorm = 92.7348, GNorm = 0.1216, lr_0 = 9.0409e-04
Loss = 2.0231e-04, PNorm = 92.7367, GNorm = 0.0085, lr_0 = 9.0407e-04
Validation prc-auc = 0.035048
Epoch 1939
Validation prc-auc = 0.035427
Epoch 1940
Validation prc-auc = 0.035647
Epoch 1941
Validation prc-auc = 0.035302
Epoch 1942
Validation prc-auc = 0.035473
Epoch 1943
Loss = 1.8807e-03, PNorm = 92.7559, GNorm = 0.0678, lr_0 = 9.0386e-04
Validation prc-auc = 0.035886
Epoch 1944
Validation prc-auc = 0.035992
Epoch 1945
Validation prc-auc = 0.036145
Epoch 1946
Validation prc-auc = 0.035619
Epoch 1947
Validation prc-auc = 0.034918
Epoch 1948
Loss = 5.1192e-03, PNorm = 92.7849, GNorm = 0.2194, lr_0 = 9.0362e-04
Validation prc-auc = 0.034446
Epoch 1949
Validation prc-auc = 0.034291
Epoch 1950
Validation prc-auc = 0.034242
Epoch 1951
Validation prc-auc = 0.034616
Epoch 1952
Loss = 5.3305e-04, PNorm = 92.8332, GNorm = 0.0287, lr_0 = 9.0341e-04
Loss = 6.4083e-03, PNorm = 92.8351, GNorm = 0.5481, lr_0 = 9.0340e-04
Validation prc-auc = 0.034558
Epoch 1953
Validation prc-auc = 0.034776
Epoch 1954
Validation prc-auc = 0.035284
Epoch 1955
Validation prc-auc = 0.035083
Epoch 1956
Validation prc-auc = 0.034590
Epoch 1957
Loss = 1.1372e-03, PNorm = 92.8621, GNorm = 0.0109, lr_0 = 9.0317e-04
Loss = 1.0206e-03, PNorm = 92.8635, GNorm = 0.0434, lr_0 = 9.0316e-04
Validation prc-auc = 0.034528
Epoch 1958
Validation prc-auc = 0.034161
Epoch 1959
Validation prc-auc = 0.034034
Epoch 1960
Validation prc-auc = 0.033960
Epoch 1961
Validation prc-auc = 0.032657
Epoch 1962
Loss = 1.8684e-02, PNorm = 92.8772, GNorm = 0.6941, lr_0 = 9.0295e-04
Validation prc-auc = 0.029452
Epoch 1963
Validation prc-auc = 0.028665
Epoch 1964
Validation prc-auc = 0.028274
Epoch 1965
Validation prc-auc = 0.028055
Epoch 1966
Loss = 2.7024e-03, PNorm = 92.9201, GNorm = 0.0643, lr_0 = 9.0273e-04
Validation prc-auc = 0.027909
Epoch 1967
Validation prc-auc = 0.028238
Epoch 1968
Validation prc-auc = 0.028594
Epoch 1969
Validation prc-auc = 0.028839
Epoch 1970
Validation prc-auc = 0.028728
Epoch 1971
Loss = 8.0472e-04, PNorm = 92.9588, GNorm = 0.0387, lr_0 = 9.0250e-04
Loss = 1.1247e-04, PNorm = 92.9612, GNorm = 0.0068, lr_0 = 9.0249e-04
Validation prc-auc = 0.028858
Epoch 1972
Validation prc-auc = 0.028908
Epoch 1973
Validation prc-auc = 0.029234
Epoch 1974
Validation prc-auc = 0.028906
Epoch 1975
Validation prc-auc = 0.028476
Epoch 1976
Loss = 1.4000e-03, PNorm = 93.0163, GNorm = 0.1435, lr_0 = 9.0228e-04
Validation prc-auc = 0.028142
Epoch 1977
Validation prc-auc = 0.027975
Epoch 1978
Validation prc-auc = 0.027760
Epoch 1979
Validation prc-auc = 0.027596
Epoch 1980
Validation prc-auc = 0.027743
Epoch 1981
Loss = 1.1854e-02, PNorm = 93.0987, GNorm = 0.4820, lr_0 = 9.0204e-04
Validation prc-auc = 0.028287
Epoch 1982
Validation prc-auc = 0.028550
Epoch 1983
Validation prc-auc = 0.028672
Epoch 1984
Validation prc-auc = 0.029280
Epoch 1985
Loss = 4.5266e-04, PNorm = 93.1516, GNorm = 0.0224, lr_0 = 9.0183e-04
Loss = 5.4797e-04, PNorm = 93.1546, GNorm = 0.0306, lr_0 = 9.0181e-04
Validation prc-auc = 0.029626
Epoch 1986
Validation prc-auc = 0.029815
Epoch 1987
Validation prc-auc = 0.029936
Epoch 1988
Validation prc-auc = 0.030100
Epoch 1989
Validation prc-auc = 0.030153
Epoch 1990
Loss = 6.4392e-04, PNorm = 93.1841, GNorm = 0.0517, lr_0 = 9.0159e-04
Loss = 4.1381e-05, PNorm = 93.1859, GNorm = 0.0020, lr_0 = 9.0157e-04
Validation prc-auc = 0.030313
Epoch 1991
Validation prc-auc = 0.030538
Epoch 1992
Validation prc-auc = 0.030800
Epoch 1993
Validation prc-auc = 0.030811
Epoch 1994
Validation prc-auc = 0.030935
Epoch 1995
Loss = 7.6006e-04, PNorm = 93.2032, GNorm = 0.0496, lr_0 = 9.0137e-04
Validation prc-auc = 0.031088
Epoch 1996
Validation prc-auc = 0.031311
Epoch 1997
Validation prc-auc = 0.031551
Epoch 1998
Validation prc-auc = 0.031477
Epoch 1999
Loss = 1.2642e-03, PNorm = 93.2162, GNorm = 0.0004, lr_0 = 9.0114e-04
Validation prc-auc = 0.031444
Model 0 best validation prc-auc = 0.045051 on epoch 1380
Loading pretrained parameter "encoder.encoder.0.cached_zero_vector".
Loading pretrained parameter "encoder.encoder.0.W_i.weight".
Loading pretrained parameter "encoder.encoder.0.W_h.weight".
Loading pretrained parameter "encoder.encoder.0.W_o.weight".
Loading pretrained parameter "encoder.encoder.0.W_o.bias".
Loading pretrained parameter "ffn.1.weight".
Loading pretrained parameter "ffn.1.bias".
Moving model to cuda
Model 0 test prc-auc = 0.039666
Ensemble test prc-auc = 0.039666
Fold 6
Splitting data with seed 6
Class sizes
sars_cov_two_active 0: 98.39%, 1: 1.61%
Total size = 3,294 | train size = 3,294 | val size = 1,096 | test size = 1,086
With class_balance, effective train size = 106
Building model 0
MoleculeModel(
  (sigmoid): Sigmoid()
  (encoder): MPN(
    (encoder): ModuleList(
      (0): MPNEncoder(
        (dropout_layer): Dropout(p=0.35000000000000003, inplace=False)
        (act_func): ReLU()
        (W_i): Linear(in_features=147, out_features=1100, bias=False)
        (W_h): Linear(in_features=1100, out_features=1100, bias=False)
        (W_o): Linear(in_features=1233, out_features=1100, bias=True)
      )
    )
  )
  (ffn): Sequential(
    (0): Dropout(p=0.35000000000000003, inplace=False)
    (1): Linear(in_features=1328, out_features=1, bias=True)
  )
)
Number of parameters = 2,730,429
Moving model to cuda
Epoch 0
Validation prc-auc = 0.011522
Epoch 1
Validation prc-auc = 0.011147
Epoch 2
Validation prc-auc = 0.013055
Epoch 3
Validation prc-auc = 0.013807
Epoch 4
Loss = 7.7200e-01, PNorm = 50.2350, GNorm = 1.9293, lr_0 = 2.0385e-04
Loss = 6.6726e-01, PNorm = 50.2357, GNorm = 4.5483, lr_0 = 2.1077e-04
Validation prc-auc = 0.012327
Epoch 5
Validation prc-auc = 0.012318
Epoch 6
Validation prc-auc = 0.013362
Epoch 7
Validation prc-auc = 0.014546
Epoch 8
Validation prc-auc = 0.014310
Epoch 9
Loss = 7.4466e-01, PNorm = 50.2484, GNorm = 2.0015, lr_0 = 3.0077e-04
Validation prc-auc = 0.014770
Epoch 10
Validation prc-auc = 0.017363
Epoch 11
Validation prc-auc = 0.019441
Epoch 12
Validation prc-auc = 0.020893
Epoch 13
Validation prc-auc = 0.022983
Epoch 14
Loss = 6.4931e-01, PNorm = 50.2702, GNorm = 1.2451, lr_0 = 4.0462e-04
Validation prc-auc = 0.024619
Epoch 15
Validation prc-auc = 0.024211
Epoch 16
Validation prc-auc = 0.023777
Epoch 17
Validation prc-auc = 0.023021
Epoch 18
Loss = 7.4888e-01, PNorm = 50.2933, GNorm = 1.2776, lr_0 = 4.9462e-04
Loss = 7.9412e-01, PNorm = 50.2956, GNorm = 3.9067, lr_0 = 5.0154e-04
Validation prc-auc = 0.022832
Epoch 19
Validation prc-auc = 0.023833
Epoch 20
Validation prc-auc = 0.026278
Epoch 21
Validation prc-auc = 0.028328
Epoch 22
Validation prc-auc = 0.028303
Epoch 23
Loss = 6.8631e-01, PNorm = 50.3393, GNorm = 1.4027, lr_0 = 5.9846e-04
Loss = 4.4414e-01, PNorm = 50.3430, GNorm = 3.0748, lr_0 = 6.0538e-04
Validation prc-auc = 0.027057
Epoch 24
Validation prc-auc = 0.028534
Epoch 25
Validation prc-auc = 0.029262
Epoch 26
Validation prc-auc = 0.029848
Epoch 27
Validation prc-auc = 0.029049
Epoch 28
Loss = 6.9451e-01, PNorm = 50.3956, GNorm = 1.0940, lr_0 = 6.9538e-04
Validation prc-auc = 0.028731
Epoch 29
Validation prc-auc = 0.028774
Epoch 30
Validation prc-auc = 0.028579
Epoch 31
Validation prc-auc = 0.026356
Epoch 32
Validation prc-auc = 0.025061
Epoch 33
Loss = 6.5501e-01, PNorm = 50.4513, GNorm = 1.0953, lr_0 = 7.9923e-04
Validation prc-auc = 0.025023
Epoch 34
Validation prc-auc = 0.025158
Epoch 35
Validation prc-auc = 0.021653
Epoch 36
Validation prc-auc = 0.023957
Epoch 37
Loss = 6.4031e-01, PNorm = 50.5163, GNorm = 2.2826, lr_0 = 8.8923e-04
Loss = 8.1082e-01, PNorm = 50.5209, GNorm = 5.2174, lr_0 = 8.9615e-04
Validation prc-auc = 0.024765
Epoch 38
Validation prc-auc = 0.023851
Epoch 39
Validation prc-auc = 0.023620
Epoch 40
Validation prc-auc = 0.023642
Epoch 41
Validation prc-auc = 0.022775
Epoch 42
Loss = 6.6721e-01, PNorm = 50.6108, GNorm = 0.9938, lr_0 = 9.8615e-04
Validation prc-auc = 0.021800
Epoch 43
Validation prc-auc = 0.021444
Epoch 44
Validation prc-auc = 0.020759
Epoch 45
Validation prc-auc = 0.020159
Epoch 46
Validation prc-auc = 0.020590
Epoch 47
Loss = 5.9085e-01, PNorm = 50.7113, GNorm = 1.2137, lr_0 = 9.9977e-04
Validation prc-auc = 0.021477
Epoch 48
Validation prc-auc = 0.021044
Epoch 49
Validation prc-auc = 0.020458
Epoch 50
Validation prc-auc = 0.020376
Epoch 51
Loss = 6.1913e-01, PNorm = 50.8125, GNorm = 1.1584, lr_0 = 9.9954e-04
Loss = 8.0969e-01, PNorm = 50.8182, GNorm = 3.8500, lr_0 = 9.9952e-04
Validation prc-auc = 0.020029
Epoch 52
Validation prc-auc = 0.019810
Epoch 53
Validation prc-auc = 0.020986
Epoch 54
Validation prc-auc = 0.024752
Epoch 55
Validation prc-auc = 0.018187
Epoch 56
Loss = 6.1241e-01, PNorm = 50.9415, GNorm = 1.8987, lr_0 = 9.9927e-04
Loss = 5.2208e-01, PNorm = 50.9471, GNorm = 3.8409, lr_0 = 9.9926e-04
Validation prc-auc = 0.018690
Epoch 57
Validation prc-auc = 0.019024
Epoch 58
Validation prc-auc = 0.019734
Epoch 59
Validation prc-auc = 0.020865
Epoch 60
Validation prc-auc = 0.019754
Epoch 61
Loss = 6.4664e-01, PNorm = 51.0367, GNorm = 1.4434, lr_0 = 9.9903e-04
Validation prc-auc = 0.019427
Epoch 62
Validation prc-auc = 0.019181
Epoch 63
Validation prc-auc = 0.018909
Epoch 64
Validation prc-auc = 0.019245
Epoch 65
Validation prc-auc = 0.019643
Epoch 66
Loss = 5.5872e-01, PNorm = 51.1319, GNorm = 1.3536, lr_0 = 9.9876e-04
Validation prc-auc = 0.019697
Epoch 67
Validation prc-auc = 0.020625
Epoch 68
Validation prc-auc = 0.021786
Epoch 69
Validation prc-auc = 0.022130
Epoch 70
Loss = 6.0599e-01, PNorm = 51.2132, GNorm = 1.4362, lr_0 = 9.9853e-04
Loss = 7.2470e-01, PNorm = 51.2192, GNorm = 3.1900, lr_0 = 9.9851e-04
Validation prc-auc = 0.023129
Epoch 71
Validation prc-auc = 0.023828
Epoch 72
Validation prc-auc = 0.024018
Epoch 73
Validation prc-auc = 0.022202
Epoch 74
Validation prc-auc = 0.021534
Epoch 75
Loss = 5.9274e-01, PNorm = 51.2843, GNorm = 1.1511, lr_0 = 9.9828e-04
Validation prc-auc = 0.021306
Epoch 76
Validation prc-auc = 0.021396
Epoch 77
Validation prc-auc = 0.021361
Epoch 78
Validation prc-auc = 0.021502
Epoch 79
Validation prc-auc = 0.022162
Epoch 80
Loss = 5.4151e-01, PNorm = 51.3717, GNorm = 1.0644, lr_0 = 9.9802e-04
Validation prc-auc = 0.022361
Epoch 81
Validation prc-auc = 0.021416
Epoch 82
Validation prc-auc = 0.020859
Epoch 83
Validation prc-auc = 0.020530
Epoch 84
Loss = 5.5812e-01, PNorm = 51.4525, GNorm = 1.1022, lr_0 = 9.9779e-04
Loss = 4.5900e-01, PNorm = 51.4608, GNorm = 3.6554, lr_0 = 9.9777e-04
Validation prc-auc = 0.021383
Epoch 85
Validation prc-auc = 0.023145
Epoch 86
Validation prc-auc = 0.027236
Epoch 87
Validation prc-auc = 0.025616
Epoch 88
Validation prc-auc = 0.027716
Epoch 89
Loss = 4.9943e-01, PNorm = 51.5539, GNorm = 1.2012, lr_0 = 9.9752e-04
Loss = 7.9625e-01, PNorm = 51.5613, GNorm = 4.5318, lr_0 = 9.9750e-04
Validation prc-auc = 0.021998
Epoch 90
Validation prc-auc = 0.020638
Epoch 91
Validation prc-auc = 0.019569
Epoch 92
Validation prc-auc = 0.018641
Epoch 93
Validation prc-auc = 0.017964
Epoch 94
Loss = 5.2413e-01, PNorm = 51.6697, GNorm = 0.9198, lr_0 = 9.9727e-04
Validation prc-auc = 0.017984
Epoch 95
Validation prc-auc = 0.018018
Epoch 96
Validation prc-auc = 0.018605
Epoch 97
Validation prc-auc = 0.019985
Epoch 98
Validation prc-auc = 0.021133
Epoch 99
Loss = 5.1133e-01, PNorm = 51.7815, GNorm = 1.2758, lr_0 = 9.9701e-04
Validation prc-auc = 0.021421
Epoch 100
Validation prc-auc = 0.020210
Epoch 101
Validation prc-auc = 0.020145
Epoch 102
Validation prc-auc = 0.025913
Epoch 103
Loss = 5.7204e-01, PNorm = 51.9086, GNorm = 0.9957, lr_0 = 9.9678e-04
Loss = 4.9653e-01, PNorm = 51.9194, GNorm = 2.6824, lr_0 = 9.9676e-04
Validation prc-auc = 0.025753
Epoch 104
Validation prc-auc = 0.022585
Epoch 105
Validation prc-auc = 0.021866
Epoch 106
Validation prc-auc = 0.021244
Epoch 107
Validation prc-auc = 0.021577
Epoch 108
Loss = 4.8258e-01, PNorm = 52.0691, GNorm = 1.2818, lr_0 = 9.9651e-04
Validation prc-auc = 0.021854
Epoch 109
Validation prc-auc = 0.021542
Epoch 110
Validation prc-auc = 0.019254
Epoch 111
Validation prc-auc = 0.018345
Epoch 112
Validation prc-auc = 0.019883
Epoch 113
Loss = 4.8502e-01, PNorm = 52.2187, GNorm = 1.5476, lr_0 = 9.9627e-04
Validation prc-auc = 0.020401
Epoch 114
Validation prc-auc = 0.018865
Epoch 115
Validation prc-auc = 0.017638
Epoch 116
Validation prc-auc = 0.018481
Epoch 117
Loss = 5.0371e-01, PNorm = 52.3610, GNorm = 0.9306, lr_0 = 9.9604e-04
Loss = 3.3939e-01, PNorm = 52.3737, GNorm = 1.9101, lr_0 = 9.9602e-04
Validation prc-auc = 0.020191
Epoch 118
Validation prc-auc = 0.019948
Epoch 119
Validation prc-auc = 0.022346
Epoch 120
Validation prc-auc = 0.020534
Epoch 121
Validation prc-auc = 0.020779
Epoch 122
Loss = 4.1923e-01, PNorm = 52.5459, GNorm = 1.1800, lr_0 = 9.9577e-04
Loss = 3.6567e-01, PNorm = 52.5602, GNorm = 2.2784, lr_0 = 9.9575e-04
Validation prc-auc = 0.023421
Epoch 123
Validation prc-auc = 0.024414
Epoch 124
Validation prc-auc = 0.022807
Epoch 125
Validation prc-auc = 0.022106
Epoch 126
Validation prc-auc = 0.022423
Epoch 127
Loss = 4.6210e-01, PNorm = 52.7225, GNorm = 0.8446, lr_0 = 9.9552e-04
Validation prc-auc = 0.021564
Epoch 128
Validation prc-auc = 0.019233
Epoch 129
Validation prc-auc = 0.019792
Epoch 130
Validation prc-auc = 0.026537
Epoch 131
Validation prc-auc = 0.023920
Epoch 132
Loss = 5.9801e-01, PNorm = 52.9933, GNorm = 1.3898, lr_0 = 9.9526e-04
Validation prc-auc = 0.023860
Epoch 133
Validation prc-auc = 0.023221
Epoch 134
Validation prc-auc = 0.021945
Epoch 135
Validation prc-auc = 0.023313
Epoch 136
Loss = 4.8036e-01, PNorm = 53.1902, GNorm = 1.3237, lr_0 = 9.9503e-04
Loss = 4.0044e-01, PNorm = 53.2038, GNorm = 2.4982, lr_0 = 9.9501e-04
Validation prc-auc = 0.024555
Epoch 137
Validation prc-auc = 0.023271
Epoch 138
Validation prc-auc = 0.022887
Epoch 139
Validation prc-auc = 0.021971
Epoch 140
Validation prc-auc = 0.020802
Epoch 141
Loss = 4.7430e-01, PNorm = 53.3900, GNorm = 1.4922, lr_0 = 9.9477e-04
Validation prc-auc = 0.018718
Epoch 142
Validation prc-auc = 0.018190
Epoch 143
Validation prc-auc = 0.020241
Epoch 144
Validation prc-auc = 0.022154
Epoch 145
Validation prc-auc = 0.022690
Epoch 146
Loss = 4.4413e-01, PNorm = 53.6150, GNorm = 1.1424, lr_0 = 9.9452e-04
Validation prc-auc = 0.022271
Epoch 147
Validation prc-auc = 0.021691
Epoch 148
Validation prc-auc = 0.022545
Epoch 149
Validation prc-auc = 0.021091
Epoch 150
Loss = 5.0715e-01, PNorm = 53.8015, GNorm = 1.0667, lr_0 = 9.9429e-04
Loss = 2.6203e-01, PNorm = 53.8164, GNorm = 1.9288, lr_0 = 9.9427e-04
Validation prc-auc = 0.019767
Epoch 151
Validation prc-auc = 0.019344
Epoch 152
Validation prc-auc = 0.019716
Epoch 153
Validation prc-auc = 0.020814
Epoch 154
Validation prc-auc = 0.022183
Epoch 155
Loss = 3.3918e-01, PNorm = 54.0562, GNorm = 1.1403, lr_0 = 9.9403e-04
Loss = 3.4078e-01, PNorm = 54.0754, GNorm = 2.6906, lr_0 = 9.9401e-04
Validation prc-auc = 0.025505
Epoch 156
Validation prc-auc = 0.024429
Epoch 157
Validation prc-auc = 0.024364
Epoch 158
Validation prc-auc = 0.021651
Epoch 159
Validation prc-auc = 0.021085
Epoch 160
Loss = 4.7082e-01, PNorm = 54.2951, GNorm = 2.5111, lr_0 = 9.9378e-04
Validation prc-auc = 0.021328
Epoch 161
Validation prc-auc = 0.023340
Epoch 162
Validation prc-auc = 0.024719
Epoch 163
Validation prc-auc = 0.024642
Epoch 164
Validation prc-auc = 0.025587
Epoch 165
Loss = 4.1867e-01, PNorm = 54.5646, GNorm = 1.1711, lr_0 = 9.9351e-04
Validation prc-auc = 0.026534
Epoch 166
Validation prc-auc = 0.025975
Epoch 167
Validation prc-auc = 0.025695
Epoch 168
Validation prc-auc = 0.025489
Epoch 169
Loss = 3.3834e-01, PNorm = 54.7768, GNorm = 1.0357, lr_0 = 9.9329e-04
Loss = 1.4719e-01, PNorm = 54.7923, GNorm = 1.8521, lr_0 = 9.9327e-04
Validation prc-auc = 0.022957
Epoch 170
Validation prc-auc = 0.025277
Epoch 171
Validation prc-auc = 0.027316
Epoch 172
Validation prc-auc = 0.023951
Epoch 173
Validation prc-auc = 0.032630
Epoch 174
Loss = 3.6365e-01, PNorm = 55.0260, GNorm = 4.1131, lr_0 = 9.9302e-04
Validation prc-auc = 0.024797
Epoch 175
Validation prc-auc = 0.020482
Epoch 176
Validation prc-auc = 0.022506
Epoch 177
Validation prc-auc = 0.023443
Epoch 178
Validation prc-auc = 0.026386
Epoch 179
Loss = 2.8683e-01, PNorm = 55.2907, GNorm = 1.0647, lr_0 = 9.9277e-04
Validation prc-auc = 0.022723
Epoch 180
Validation prc-auc = 0.018908
Epoch 181
Validation prc-auc = 0.021787
Epoch 182
Validation prc-auc = 0.025269
Epoch 183
Loss = 3.5604e-01, PNorm = 55.6072, GNorm = 2.2841, lr_0 = 9.9253e-04
Validation prc-auc = 0.026104
Epoch 184
Validation prc-auc = 0.030653
Epoch 185
Validation prc-auc = 0.034968
Epoch 186
Validation prc-auc = 0.027874
Epoch 187
Validation prc-auc = 0.023770
Epoch 188
Loss = 3.4674e-01, PNorm = 55.8937, GNorm = 1.0369, lr_0 = 9.9228e-04
Loss = 5.2992e-01, PNorm = 55.9109, GNorm = 4.7817, lr_0 = 9.9226e-04
Validation prc-auc = 0.027093
Epoch 189
Validation prc-auc = 0.030651
Epoch 190
Validation prc-auc = 0.035383
Epoch 191
Validation prc-auc = 0.040721
Epoch 192
Validation prc-auc = 0.048285
Epoch 193
Loss = 2.8122e-01, PNorm = 56.1617, GNorm = 2.1572, lr_0 = 9.9204e-04
Validation prc-auc = 0.043937
Epoch 194
Validation prc-auc = 0.053074
Epoch 195
Validation prc-auc = 0.054519
Epoch 196
Validation prc-auc = 0.044368
Epoch 197
Validation prc-auc = 0.042441
Epoch 198
Loss = 4.6403e-01, PNorm = 56.4421, GNorm = 2.6447, lr_0 = 9.9177e-04
Validation prc-auc = 0.054728
Epoch 199
Validation prc-auc = 0.040330
Epoch 200
Validation prc-auc = 0.038855
Epoch 201
Validation prc-auc = 0.039712
Epoch 202
Loss = 2.8482e-01, PNorm = 56.6610, GNorm = 1.0930, lr_0 = 9.9154e-04
Loss = 2.1727e-01, PNorm = 56.6784, GNorm = 3.0672, lr_0 = 9.9153e-04
Validation prc-auc = 0.026553
Epoch 203
Validation prc-auc = 0.026010
Epoch 204
Validation prc-auc = 0.037920
Epoch 205
Validation prc-auc = 0.038737
Epoch 206
Validation prc-auc = 0.038069
Epoch 207
Loss = 4.2698e-01, PNorm = 56.9422, GNorm = 3.3315, lr_0 = 9.9128e-04
Loss = 1.5273e-01, PNorm = 56.9616, GNorm = 2.2386, lr_0 = 9.9126e-04
Validation prc-auc = 0.038267
Epoch 208
Validation prc-auc = 0.036159
Epoch 209
Validation prc-auc = 0.034216
Epoch 210
Validation prc-auc = 0.034903
Epoch 211
Validation prc-auc = 0.035731
Epoch 212
Loss = 2.7920e-01, PNorm = 57.1806, GNorm = 1.4038, lr_0 = 9.9103e-04
Validation prc-auc = 0.036114
Epoch 213
Validation prc-auc = 0.029986
Epoch 214
Validation prc-auc = 0.025163
Epoch 215
Validation prc-auc = 0.022680
Epoch 216
Loss = 3.6816e-01, PNorm = 57.4157, GNorm = 2.5236, lr_0 = 9.9079e-04
Validation prc-auc = 0.037072
Epoch 217
Validation prc-auc = 0.036336
Epoch 218
Validation prc-auc = 0.044420
Epoch 219
Validation prc-auc = 0.044753
Epoch 220
Validation prc-auc = 0.049317
Epoch 221
Loss = 2.0639e-01, PNorm = 57.6556, GNorm = 1.2187, lr_0 = 9.9054e-04
Loss = 7.7537e-01, PNorm = 57.6696, GNorm = 3.0914, lr_0 = 9.9052e-04
Validation prc-auc = 0.038529
Epoch 222
Validation prc-auc = 0.039450
Epoch 223
Validation prc-auc = 0.040625
Epoch 224
Validation prc-auc = 0.048023
Epoch 225
Validation prc-auc = 0.045889
Epoch 226
Loss = 1.7450e-01, PNorm = 57.8678, GNorm = 1.0659, lr_0 = 9.9030e-04
Validation prc-auc = 0.045629
Epoch 227
Validation prc-auc = 0.040341
Epoch 228
Validation prc-auc = 0.044027
Epoch 229
Validation prc-auc = 0.041791
Epoch 230
Validation prc-auc = 0.032236
Epoch 231
Loss = 2.1798e-01, PNorm = 58.0818, GNorm = 1.1606, lr_0 = 9.9003e-04
Validation prc-auc = 0.021811
Epoch 232
Validation prc-auc = 0.022187
Epoch 233
Validation prc-auc = 0.023655
Epoch 234
Validation prc-auc = 0.027184
Epoch 235
Loss = 2.0481e-01, PNorm = 58.2811, GNorm = 1.0291, lr_0 = 9.8980e-04
Loss = 1.1525e-01, PNorm = 58.2975, GNorm = 1.1931, lr_0 = 9.8979e-04
Validation prc-auc = 0.033525
Epoch 236
Validation prc-auc = 0.038965
Epoch 237
Validation prc-auc = 0.036062
Epoch 238
Validation prc-auc = 0.038832
Epoch 239
Validation prc-auc = 0.033301
Epoch 240
Loss = 2.0591e-01, PNorm = 58.5125, GNorm = 1.1666, lr_0 = 9.8954e-04
Loss = 8.4711e-02, PNorm = 58.5264, GNorm = 2.6188, lr_0 = 9.8952e-04
Validation prc-auc = 0.027369
Epoch 241
Validation prc-auc = 0.026548
Epoch 242
Validation prc-auc = 0.022580
Epoch 243
Validation prc-auc = 0.025756
Epoch 244
Validation prc-auc = 0.027171
Epoch 245
Loss = 4.2393e-01, PNorm = 58.7238, GNorm = 2.5136, lr_0 = 9.8930e-04
Validation prc-auc = 0.025103
Epoch 246
Validation prc-auc = 0.027337
Epoch 247
Validation prc-auc = 0.024070
Epoch 248
Validation prc-auc = 0.022650
Epoch 249
Loss = 3.3801e-01, PNorm = 58.9321, GNorm = 6.0379, lr_0 = 9.8905e-04
Validation prc-auc = 0.024353
Epoch 250
Validation prc-auc = 0.027903
Epoch 251
Validation prc-auc = 0.031267
Epoch 252
Validation prc-auc = 0.041354
Epoch 253
Validation prc-auc = 0.051608
Epoch 254
Loss = 1.2045e-01, PNorm = 59.1618, GNorm = 1.6316, lr_0 = 9.8880e-04
Loss = 1.8111e-01, PNorm = 59.1781, GNorm = 3.3827, lr_0 = 9.8879e-04
Validation prc-auc = 0.047411
Epoch 255
Validation prc-auc = 0.037774
Epoch 256
Validation prc-auc = 0.039902
Epoch 257
Validation prc-auc = 0.039539
Epoch 258
Validation prc-auc = 0.033678
Epoch 259
Loss = 3.1680e-02, PNorm = 59.3404, GNorm = 0.5934, lr_0 = 9.8856e-04
Validation prc-auc = 0.036728
Epoch 260
Validation prc-auc = 0.037828
Epoch 261
Validation prc-auc = 0.038970
Epoch 262
Validation prc-auc = 0.035475
Epoch 263
Validation prc-auc = 0.032613
Epoch 264
Loss = 6.2566e-02, PNorm = 59.4685, GNorm = 0.7435, lr_0 = 9.8830e-04
Validation prc-auc = 0.030418
Epoch 265
Validation prc-auc = 0.028067
Epoch 266
Validation prc-auc = 0.025007
Epoch 267
Validation prc-auc = 0.023132
Epoch 268
Loss = 2.1540e-01, PNorm = 59.6182, GNorm = 1.1115, lr_0 = 9.8807e-04
Loss = 2.7024e-01, PNorm = 59.6366, GNorm = 3.4420, lr_0 = 9.8805e-04
Validation prc-auc = 0.024755
Epoch 269
Validation prc-auc = 0.026797
Epoch 270
Validation prc-auc = 0.030444
Epoch 271
Validation prc-auc = 0.031277
Epoch 272
Validation prc-auc = 0.032974
Epoch 273
Loss = 1.5965e-01, PNorm = 59.9181, GNorm = 1.4768, lr_0 = 9.8781e-04
Loss = 2.3163e-01, PNorm = 59.9386, GNorm = 3.9335, lr_0 = 9.8779e-04
Validation prc-auc = 0.045458
Epoch 274
Validation prc-auc = 0.040917
Epoch 275
Validation prc-auc = 0.033980
Epoch 276
Validation prc-auc = 0.030074
Epoch 277
Validation prc-auc = 0.025759
Epoch 278
Loss = 1.8151e-01, PNorm = 60.1690, GNorm = 2.8886, lr_0 = 9.8756e-04
Validation prc-auc = 0.029455
Epoch 279
Validation prc-auc = 0.030832
Epoch 280
Validation prc-auc = 0.030489
Epoch 281
Validation prc-auc = 0.031218
Epoch 282
Validation prc-auc = 0.034732
Epoch 283
Loss = 8.4539e-02, PNorm = 60.3714, GNorm = 0.8558, lr_0 = 9.8730e-04
Validation prc-auc = 0.033984
Epoch 284
Validation prc-auc = 0.041286
Epoch 285
Validation prc-auc = 0.045415
Epoch 286
Validation prc-auc = 0.042100
Epoch 287
Loss = 8.6613e-02, PNorm = 60.5094, GNorm = 0.6647, lr_0 = 9.8707e-04
Loss = 2.8001e-02, PNorm = 60.5213, GNorm = 0.5140, lr_0 = 9.8705e-04
Validation prc-auc = 0.042259
Epoch 288
Validation prc-auc = 0.040726
Epoch 289
Validation prc-auc = 0.038290
Epoch 290
Validation prc-auc = 0.035980
Epoch 291
Validation prc-auc = 0.036639
Epoch 292
Loss = 6.5549e-02, PNorm = 60.6634, GNorm = 0.8993, lr_0 = 9.8683e-04
Validation prc-auc = 0.032141
Epoch 293
Validation prc-auc = 0.033212
Epoch 294
Validation prc-auc = 0.038856
Epoch 295
Validation prc-auc = 0.040865
Epoch 296
Validation prc-auc = 0.040675
Epoch 297
Loss = 1.1342e-01, PNorm = 60.8508, GNorm = 1.0275, lr_0 = 9.8656e-04
Validation prc-auc = 0.046927
Epoch 298
Validation prc-auc = 0.057832
Epoch 299
Validation prc-auc = 0.053325
Epoch 300
Validation prc-auc = 0.036949
Epoch 301
Loss = 1.1052e-01, PNorm = 61.0335, GNorm = 0.9142, lr_0 = 9.8634e-04
Loss = 2.4346e-02, PNorm = 61.0499, GNorm = 0.5891, lr_0 = 9.8632e-04
Validation prc-auc = 0.026288
Epoch 302
Validation prc-auc = 0.025782
Epoch 303
Validation prc-auc = 0.027414
Epoch 304
Validation prc-auc = 0.028951
Epoch 305
Validation prc-auc = 0.029461
Epoch 306
Loss = 1.1408e-01, PNorm = 61.2797, GNorm = 1.7618, lr_0 = 9.8607e-04
Loss = 1.1714e-01, PNorm = 61.2992, GNorm = 3.3656, lr_0 = 9.8606e-04
Validation prc-auc = 0.029690
Epoch 307
Validation prc-auc = 0.030084
Epoch 308
Validation prc-auc = 0.031558
Epoch 309
Validation prc-auc = 0.034398
Epoch 310
Validation prc-auc = 0.036346
Epoch 311
Loss = 1.2194e-01, PNorm = 61.5533, GNorm = 2.3725, lr_0 = 9.8583e-04
Validation prc-auc = 0.033941
Epoch 312
Validation prc-auc = 0.029421
Epoch 313
Validation prc-auc = 0.028672
Epoch 314
Validation prc-auc = 0.027900
Epoch 315
Validation prc-auc = 0.027687
Epoch 316
Loss = 2.0481e-01, PNorm = 61.7919, GNorm = 1.5825, lr_0 = 9.8557e-04
Validation prc-auc = 0.029725
Epoch 317
Validation prc-auc = 0.030991
Epoch 318
Validation prc-auc = 0.031779
Epoch 319
Validation prc-auc = 0.031530
Epoch 320
Loss = 9.1277e-02, PNorm = 62.0089, GNorm = 1.3873, lr_0 = 9.8534e-04
Loss = 4.1724e-01, PNorm = 62.0248, GNorm = 4.7307, lr_0 = 9.8532e-04
Validation prc-auc = 0.030262
Epoch 321
Validation prc-auc = 0.031020
Epoch 322
Validation prc-auc = 0.028124
Epoch 323
Validation prc-auc = 0.023682
Epoch 324
Validation prc-auc = 0.021596
Epoch 325
Loss = 8.4535e-02, PNorm = 62.2802, GNorm = 1.2924, lr_0 = 9.8509e-04
Validation prc-auc = 0.019571
Epoch 326
Validation prc-auc = 0.019960
Epoch 327
Validation prc-auc = 0.021185
Epoch 328
Validation prc-auc = 0.021435
Epoch 329
Validation prc-auc = 0.021702
Epoch 330
Loss = 1.4821e-01, PNorm = 62.5414, GNorm = 1.4030, lr_0 = 9.8483e-04
Validation prc-auc = 0.021664
Epoch 331
Validation prc-auc = 0.021999
Epoch 332
Validation prc-auc = 0.022702
Epoch 333
Validation prc-auc = 0.024639
Epoch 334
Loss = 1.1245e-01, PNorm = 62.7601, GNorm = 0.8545, lr_0 = 9.8461e-04
Loss = 2.0623e-01, PNorm = 62.7793, GNorm = 3.1640, lr_0 = 9.8459e-04
Validation prc-auc = 0.024381
Epoch 335
Validation prc-auc = 0.025594
Epoch 336
Validation prc-auc = 0.028873
Epoch 337
Validation prc-auc = 0.031945
Epoch 338
Validation prc-auc = 0.033176
Epoch 339
Loss = 1.6617e-01, PNorm = 63.0691, GNorm = 1.8550, lr_0 = 9.8434e-04
Loss = 1.0729e-02, PNorm = 63.0865, GNorm = 0.2406, lr_0 = 9.8433e-04
Validation prc-auc = 0.033813
Epoch 340
Validation prc-auc = 0.034304
Epoch 341
Validation prc-auc = 0.031890
Epoch 342
Validation prc-auc = 0.027621
Epoch 343
Validation prc-auc = 0.024527
Epoch 344
Loss = 8.8788e-02, PNorm = 63.2805, GNorm = 1.5678, lr_0 = 9.8410e-04
Validation prc-auc = 0.022926
Epoch 345
Validation prc-auc = 0.022158
Epoch 346
Validation prc-auc = 0.021099
Epoch 347
Validation prc-auc = 0.021201
Epoch 348
Validation prc-auc = 0.021304
Epoch 349
Loss = 9.3521e-02, PNorm = 63.4700, GNorm = 1.0807, lr_0 = 9.8384e-04
Validation prc-auc = 0.021441
Epoch 350
Validation prc-auc = 0.022240
Epoch 351
Validation prc-auc = 0.022611
Epoch 352
Validation prc-auc = 0.022587
Epoch 353
Loss = 5.6213e-02, PNorm = 63.6230, GNorm = 0.4104, lr_0 = 9.8361e-04
Loss = 1.1581e-01, PNorm = 63.6375, GNorm = 3.1360, lr_0 = 9.8359e-04
Validation prc-auc = 0.023382
Epoch 354
Validation prc-auc = 0.024062
Epoch 355
Validation prc-auc = 0.024325
Epoch 356
Validation prc-auc = 0.025541
Epoch 357
Validation prc-auc = 0.026617
Epoch 358
Loss = 4.3336e-02, PNorm = 63.7950, GNorm = 0.8971, lr_0 = 9.8335e-04
Validation prc-auc = 0.026572
Epoch 359
Validation prc-auc = 0.026412
Epoch 360
Validation prc-auc = 0.026861
Epoch 361
Validation prc-auc = 0.027586
Epoch 362
Validation prc-auc = 0.027250
Epoch 363
Loss = 3.5264e-02, PNorm = 63.8960, GNorm = 0.3329, lr_0 = 9.8311e-04
Validation prc-auc = 0.026635
Epoch 364
Validation prc-auc = 0.025976
Epoch 365
Validation prc-auc = 0.025274
Epoch 366
Validation prc-auc = 0.024612
Epoch 367
Loss = 6.0613e-02, PNorm = 63.9724, GNorm = 0.6720, lr_0 = 9.8288e-04
Loss = 7.7060e-01, PNorm = 63.9893, GNorm = 11.4568, lr_0 = 9.8286e-04
Validation prc-auc = 0.023543
Epoch 368
Validation prc-auc = 0.024450
Epoch 369
Validation prc-auc = 0.024707
Epoch 370
Validation prc-auc = 0.025524
Epoch 371
Validation prc-auc = 0.024571
Epoch 372
Loss = 1.0762e-01, PNorm = 64.2907, GNorm = 0.8012, lr_0 = 9.8262e-04
Loss = 2.2764e-02, PNorm = 64.3135, GNorm = 0.5436, lr_0 = 9.8260e-04
Validation prc-auc = 0.023409
Epoch 373
Validation prc-auc = 0.023267
Epoch 374
Validation prc-auc = 0.027685
Epoch 375
Validation prc-auc = 0.034352
Epoch 376
Validation prc-auc = 0.033753
Epoch 377
Loss = 1.3788e-01, PNorm = 64.6086, GNorm = 2.4825, lr_0 = 9.8237e-04
Validation prc-auc = 0.028226
Epoch 378
Validation prc-auc = 0.027035
Epoch 379
Validation prc-auc = 0.026376
Epoch 380
Validation prc-auc = 0.024229
Epoch 381
Validation prc-auc = 0.023624
Epoch 382
Loss = 1.0653e-01, PNorm = 64.9572, GNorm = 0.9518, lr_0 = 9.8211e-04
Validation prc-auc = 0.022867
Epoch 383
Validation prc-auc = 0.024282
Epoch 384
Validation prc-auc = 0.026394
Epoch 385
Validation prc-auc = 0.029172
Epoch 386
Loss = 1.4157e-01, PNorm = 65.2240, GNorm = 1.2280, lr_0 = 9.8189e-04
Loss = 5.1170e-01, PNorm = 65.2417, GNorm = 5.6332, lr_0 = 9.8187e-04
Validation prc-auc = 0.030916
Epoch 387
Validation prc-auc = 0.031688
Epoch 388
Validation prc-auc = 0.032683
Epoch 389
Validation prc-auc = 0.032502
Epoch 390
Validation prc-auc = 0.031152
Epoch 391
Loss = 1.2442e-01, PNorm = 65.4560, GNorm = 0.5256, lr_0 = 9.8163e-04
Validation prc-auc = 0.030088
Epoch 392
Validation prc-auc = 0.028730
Epoch 393
Validation prc-auc = 0.027705
Epoch 394
Validation prc-auc = 0.026146
Epoch 395
Validation prc-auc = 0.025724
Epoch 396
Loss = 9.6381e-02, PNorm = 65.5902, GNorm = 1.1006, lr_0 = 9.8138e-04
Validation prc-auc = 0.025306
Epoch 397
Validation prc-auc = 0.026064
Epoch 398
Validation prc-auc = 0.026555
Epoch 399
Validation prc-auc = 0.026081
Epoch 400
Loss = 7.5239e-02, PNorm = 65.6727, GNorm = 0.8083, lr_0 = 9.8116e-04
Loss = 3.6269e-02, PNorm = 65.6776, GNorm = 0.9868, lr_0 = 9.8114e-04
Validation prc-auc = 0.024988
Epoch 401
Validation prc-auc = 0.024982
Epoch 402
Validation prc-auc = 0.025352
Epoch 403
Validation prc-auc = 0.026334
Epoch 404
Validation prc-auc = 0.027173
Epoch 405
Loss = 1.4638e-02, PNorm = 65.7387, GNorm = 0.1714, lr_0 = 9.8089e-04
Loss = 5.3546e-03, PNorm = 65.7427, GNorm = 0.1844, lr_0 = 9.8088e-04
Validation prc-auc = 0.027538
Epoch 406
Validation prc-auc = 0.027715
Epoch 407
Validation prc-auc = 0.027967
Epoch 408
Validation prc-auc = 0.027971
Epoch 409
Validation prc-auc = 0.027909
Epoch 410
Loss = 1.0261e-02, PNorm = 65.7831, GNorm = 0.2207, lr_0 = 9.8065e-04
Validation prc-auc = 0.027939
Epoch 411
Validation prc-auc = 0.027830
Epoch 412
Validation prc-auc = 0.027576
Epoch 413
Validation prc-auc = 0.027516
Epoch 414
Validation prc-auc = 0.026430
Epoch 415
Loss = 1.0253e-01, PNorm = 65.8432, GNorm = 0.7941, lr_0 = 9.8039e-04
Validation prc-auc = 0.025240
Epoch 416
Validation prc-auc = 0.024793
Epoch 417
Validation prc-auc = 0.024433
Epoch 418
Validation prc-auc = 0.024235
Epoch 419
Loss = 4.5051e-02, PNorm = 65.8818, GNorm = 0.6988, lr_0 = 9.8016e-04
Loss = 7.9639e-03, PNorm = 65.8845, GNorm = 0.2976, lr_0 = 9.8015e-04
Validation prc-auc = 0.024087
Epoch 420
Validation prc-auc = 0.023803
Epoch 421
Validation prc-auc = 0.023980
Epoch 422
Validation prc-auc = 0.024319
Epoch 423
Validation prc-auc = 0.024787
Epoch 424
Loss = 3.2706e-02, PNorm = 65.9584, GNorm = 0.6230, lr_0 = 9.7990e-04
Validation prc-auc = 0.024772
Epoch 425
Validation prc-auc = 0.024647
Epoch 426
Validation prc-auc = 0.024734
Epoch 427
Validation prc-auc = 0.024769
Epoch 428
Validation prc-auc = 0.024747
Epoch 429
Loss = 1.4778e-01, PNorm = 66.0303, GNorm = 2.3127, lr_0 = 9.7966e-04
Validation prc-auc = 0.024407
Epoch 430
Validation prc-auc = 0.025071
Epoch 431
Validation prc-auc = 0.026977
Epoch 432
Validation prc-auc = 0.028309
Epoch 433
Loss = 6.0746e-02, PNorm = 66.1239, GNorm = 0.3252, lr_0 = 9.7942e-04
Validation prc-auc = 0.029405
Epoch 434
Validation prc-auc = 0.029705
Epoch 435
Validation prc-auc = 0.030182
Epoch 436
Validation prc-auc = 0.031088
Epoch 437
Validation prc-auc = 0.027411
Epoch 438
Loss = 4.1719e-02, PNorm = 66.2461, GNorm = 0.2918, lr_0 = 9.7917e-04
Loss = 1.5923e-02, PNorm = 66.2605, GNorm = 0.6024, lr_0 = 9.7916e-04
Validation prc-auc = 0.025860
Epoch 439
Validation prc-auc = 0.025026
Epoch 440
Validation prc-auc = 0.025507
Epoch 441
Validation prc-auc = 0.025455
Epoch 442
Validation prc-auc = 0.026289
Epoch 443
Loss = 5.5326e-02, PNorm = 66.4599, GNorm = 0.8717, lr_0 = 9.7893e-04
Validation prc-auc = 0.026144
Epoch 444
Validation prc-auc = 0.025750
Epoch 445
Validation prc-auc = 0.025345
Epoch 446
Validation prc-auc = 0.025584
Epoch 447
Validation prc-auc = 0.025469
Epoch 448
Loss = 1.6092e-02, PNorm = 66.6509, GNorm = 0.2205, lr_0 = 9.7867e-04
Validation prc-auc = 0.025850
Epoch 449
Validation prc-auc = 0.025406
Epoch 450
Validation prc-auc = 0.024621
Epoch 451
Validation prc-auc = 0.023737
Epoch 452
Loss = 3.8287e-02, PNorm = 66.7439, GNorm = 0.4709, lr_0 = 9.7845e-04
Loss = 2.9163e-02, PNorm = 66.7514, GNorm = 1.1162, lr_0 = 9.7843e-04
Validation prc-auc = 0.023618
Epoch 453
Validation prc-auc = 0.024165
Epoch 454
Validation prc-auc = 0.024717
Epoch 455
Validation prc-auc = 0.025269
Epoch 456
Validation prc-auc = 0.025660
Epoch 457
Loss = 3.6754e-02, PNorm = 66.8379, GNorm = 0.5186, lr_0 = 9.7819e-04
Loss = 1.1604e-01, PNorm = 66.8421, GNorm = 4.7299, lr_0 = 9.7817e-04
Validation prc-auc = 0.026085
Epoch 458
Validation prc-auc = 0.026013
Epoch 459
Validation prc-auc = 0.026185
Epoch 460
Validation prc-auc = 0.025599
Epoch 461
Validation prc-auc = 0.024464
Epoch 462
Loss = 2.8328e-02, PNorm = 66.9212, GNorm = 0.4563, lr_0 = 9.7794e-04
Validation prc-auc = 0.024311
Epoch 463
Validation prc-auc = 0.023914
Epoch 464
Validation prc-auc = 0.023683
Epoch 465
Validation prc-auc = 0.023327
Epoch 466
Loss = 2.6569e-02, PNorm = 66.9940, GNorm = 0.1364, lr_0 = 9.7770e-04
Validation prc-auc = 0.023129
Epoch 467
Validation prc-auc = 0.023114
Epoch 468
Validation prc-auc = 0.022812
Epoch 469
Validation prc-auc = 0.023015
Epoch 470
Validation prc-auc = 0.023888
Epoch 471
Loss = 8.2408e-02, PNorm = 67.0772, GNorm = 1.6969, lr_0 = 9.7746e-04
Loss = 6.8026e-03, PNorm = 67.0846, GNorm = 0.1888, lr_0 = 9.7744e-04
Validation prc-auc = 0.025163
Epoch 472
Validation prc-auc = 0.026300
Epoch 473
Validation prc-auc = 0.026247
Epoch 474
Validation prc-auc = 0.025566
Epoch 475
Validation prc-auc = 0.024858
Epoch 476
Loss = 2.5709e-02, PNorm = 67.1614, GNorm = 0.7150, lr_0 = 9.7721e-04
Validation prc-auc = 0.023721
Epoch 477
Validation prc-auc = 0.023926
Epoch 478
Validation prc-auc = 0.024194
Epoch 479
Validation prc-auc = 0.024079
Epoch 480
Validation prc-auc = 0.023094
Epoch 481
Loss = 2.2327e-02, PNorm = 67.2401, GNorm = 0.4618, lr_0 = 9.7695e-04
Validation prc-auc = 0.022741
Epoch 482
Validation prc-auc = 0.024000
Epoch 483
Validation prc-auc = 0.024737
Epoch 484
Validation prc-auc = 0.025230
Epoch 485
Loss = 2.1750e-02, PNorm = 67.3217, GNorm = 0.7266, lr_0 = 9.7673e-04
Loss = 2.5671e-01, PNorm = 67.3274, GNorm = 8.7167, lr_0 = 9.7671e-04
Validation prc-auc = 0.025114
Epoch 486
Validation prc-auc = 0.024618
Epoch 487
Validation prc-auc = 0.024730
Epoch 488
Validation prc-auc = 0.025412
Epoch 489
Validation prc-auc = 0.025350
Epoch 490
Loss = 4.6924e-02, PNorm = 67.4486, GNorm = 0.1908, lr_0 = 9.7647e-04
Loss = 5.0082e-01, PNorm = 67.4544, GNorm = 13.8768, lr_0 = 9.7645e-04
Validation prc-auc = 0.023111
Epoch 491
Validation prc-auc = 0.023511
Epoch 492
Validation prc-auc = 0.024940
Epoch 493
Validation prc-auc = 0.025105
Epoch 494
Validation prc-auc = 0.025564
Epoch 495
Loss = 7.4918e-02, PNorm = 67.6222, GNorm = 1.3165, lr_0 = 9.7623e-04
Validation prc-auc = 0.025800
Epoch 496
Validation prc-auc = 0.026888
Epoch 497
Validation prc-auc = 0.026628
Epoch 498
Validation prc-auc = 0.026799
Epoch 499
Loss = 4.1598e-02, PNorm = 67.7675, GNorm = 0.1832, lr_0 = 9.7599e-04
Validation prc-auc = 0.026716
Epoch 500
Validation prc-auc = 0.026477
Epoch 501
Validation prc-auc = 0.026449
Epoch 502
Validation prc-auc = 0.026178
Epoch 503
Validation prc-auc = 0.025968
Epoch 504
Loss = 8.1633e-03, PNorm = 67.8369, GNorm = 0.1254, lr_0 = 9.7574e-04
Loss = 4.2942e-03, PNorm = 67.8401, GNorm = 0.1424, lr_0 = 9.7573e-04
Validation prc-auc = 0.025640
Epoch 505
Validation prc-auc = 0.025108
Epoch 506
Validation prc-auc = 0.024775
Epoch 507
Validation prc-auc = 0.024183
Epoch 508
Validation prc-auc = 0.023663
Epoch 509
Loss = 9.1550e-02, PNorm = 67.8776, GNorm = 0.7797, lr_0 = 9.7550e-04
Validation prc-auc = 0.023551
Epoch 510
Validation prc-auc = 0.022900
Epoch 511
Validation prc-auc = 0.024302
Epoch 512
Validation prc-auc = 0.027971
Epoch 513
Validation prc-auc = 0.034731
Epoch 514
Loss = 7.8427e-02, PNorm = 68.0456, GNorm = 1.0833, lr_0 = 9.7524e-04
Validation prc-auc = 0.036335
Epoch 515
Validation prc-auc = 0.033210
Epoch 516
Validation prc-auc = 0.031121
Epoch 517
Validation prc-auc = 0.028264
Epoch 518
Loss = 2.2381e-01, PNorm = 68.2289, GNorm = 3.4387, lr_0 = 9.7502e-04
Loss = 4.3585e-02, PNorm = 68.2432, GNorm = 1.3303, lr_0 = 9.7500e-04
Validation prc-auc = 0.025473
Epoch 519
Validation prc-auc = 0.023873
Epoch 520
Validation prc-auc = 0.022900
Epoch 521
Validation prc-auc = 0.023902
Epoch 522
Validation prc-auc = 0.024880
Epoch 523
Loss = 3.9479e-02, PNorm = 68.4195, GNorm = 0.3537, lr_0 = 9.7476e-04
Loss = 1.6672e-01, PNorm = 68.4291, GNorm = 5.4232, lr_0 = 9.7474e-04
Validation prc-auc = 0.025450
Epoch 524
Validation prc-auc = 0.024572
Epoch 525
Validation prc-auc = 0.024977
Epoch 526
Validation prc-auc = 0.026577
Epoch 527
Validation prc-auc = 0.028519
Epoch 528
Loss = 1.9669e-02, PNorm = 68.5389, GNorm = 0.2612, lr_0 = 9.7452e-04
Validation prc-auc = 0.030948
Epoch 529
Validation prc-auc = 0.030162
Epoch 530
Validation prc-auc = 0.027848
Epoch 531
Validation prc-auc = 0.025863
Epoch 532
Validation prc-auc = 0.024259
Epoch 533
Loss = 1.2785e-01, PNorm = 68.6447, GNorm = 0.9413, lr_0 = 9.7426e-04
Validation prc-auc = 0.023118
Epoch 534
Validation prc-auc = 0.022617
Epoch 535
Validation prc-auc = 0.022687
Epoch 536
Validation prc-auc = 0.022652
Epoch 537
Loss = 7.2833e-02, PNorm = 68.7336, GNorm = 0.8939, lr_0 = 9.7403e-04
Loss = 6.3199e-04, PNorm = 68.7383, GNorm = 0.0202, lr_0 = 9.7401e-04
Validation prc-auc = 0.022897
Epoch 538
Validation prc-auc = 0.023641
Epoch 539
Validation prc-auc = 0.026487
Epoch 540
Validation prc-auc = 0.029489
Epoch 541
Validation prc-auc = 0.030017
Epoch 542
Loss = 8.6360e-02, PNorm = 68.8283, GNorm = 1.5180, lr_0 = 9.7379e-04
Validation prc-auc = 0.030083
Epoch 543
Validation prc-auc = 0.030159
Epoch 544
Validation prc-auc = 0.030022
Epoch 545
Validation prc-auc = 0.030435
Epoch 546
Validation prc-auc = 0.029191
Epoch 547
Loss = 7.2348e-02, PNorm = 68.9164, GNorm = 0.7579, lr_0 = 9.7353e-04
Validation prc-auc = 0.028838
Epoch 548
Validation prc-auc = 0.028580
Epoch 549
Validation prc-auc = 0.026972
Epoch 550
Validation prc-auc = 0.026674
Epoch 551
Loss = 1.6588e-02, PNorm = 69.0083, GNorm = 0.3561, lr_0 = 9.7331e-04
Loss = 2.4939e-02, PNorm = 69.0165, GNorm = 0.6251, lr_0 = 9.7329e-04
Validation prc-auc = 0.026917
Epoch 552
Validation prc-auc = 0.027340
Epoch 553
Validation prc-auc = 0.028024
Epoch 554
Validation prc-auc = 0.027886
Epoch 555
Validation prc-auc = 0.027315
Epoch 556
Loss = 9.3090e-02, PNorm = 69.1049, GNorm = 2.0880, lr_0 = 9.7305e-04
Loss = 1.6919e-03, PNorm = 69.1083, GNorm = 0.0545, lr_0 = 9.7303e-04
Validation prc-auc = 0.026830
Epoch 557
Validation prc-auc = 0.025809
Epoch 558
Validation prc-auc = 0.025145
Epoch 559
Validation prc-auc = 0.024890
Epoch 560
Validation prc-auc = 0.024361
Epoch 561
Loss = 3.1433e-02, PNorm = 69.1476, GNorm = 0.8240, lr_0 = 9.7281e-04
Validation prc-auc = 0.023852
Epoch 562
Validation prc-auc = 0.023097
Epoch 563
Validation prc-auc = 0.023064
Epoch 564
Validation prc-auc = 0.023402
Epoch 565
Validation prc-auc = 0.023599
Epoch 566
Loss = 2.1010e-02, PNorm = 69.1924, GNorm = 0.6140, lr_0 = 9.7255e-04
Validation prc-auc = 0.023810
Epoch 567
Validation prc-auc = 0.023905
Epoch 568
Validation prc-auc = 0.024001
Epoch 569
Validation prc-auc = 0.024195
Epoch 570
Loss = 5.7357e-02, PNorm = 69.2423, GNorm = 1.3796, lr_0 = 9.7232e-04
Loss = 3.6683e-03, PNorm = 69.2476, GNorm = 0.2814, lr_0 = 9.7231e-04
Validation prc-auc = 0.024217
Epoch 571
Validation prc-auc = 0.024599
Epoch 572
Validation prc-auc = 0.025012
Epoch 573
Validation prc-auc = 0.025460
Epoch 574
Validation prc-auc = 0.025830
Epoch 575
Loss = 4.9969e-03, PNorm = 69.3007, GNorm = 0.2223, lr_0 = 9.7208e-04
Validation prc-auc = 0.025979
Epoch 576
Validation prc-auc = 0.026298
Epoch 577
Validation prc-auc = 0.026419
Epoch 578
Validation prc-auc = 0.026187
Epoch 579
Validation prc-auc = 0.026060
Epoch 580
Loss = 5.9692e-02, PNorm = 69.3386, GNorm = 1.2324, lr_0 = 9.7182e-04
Validation prc-auc = 0.026251
Epoch 581
Validation prc-auc = 0.026226
Epoch 582
Validation prc-auc = 0.025561
Epoch 583
Validation prc-auc = 0.025190
Epoch 584
Loss = 2.8947e-02, PNorm = 69.4114, GNorm = 0.9407, lr_0 = 9.7160e-04
Loss = 1.6272e-03, PNorm = 69.4157, GNorm = 0.0894, lr_0 = 9.7158e-04
Validation prc-auc = 0.025220
Epoch 585
Validation prc-auc = 0.024469
Epoch 586
Validation prc-auc = 0.024159
Epoch 587
Validation prc-auc = 0.023930
Epoch 588
Validation prc-auc = 0.023259
Epoch 589
Loss = 3.3160e-02, PNorm = 69.4658, GNorm = 0.1591, lr_0 = 9.7134e-04
Loss = 2.6740e-03, PNorm = 69.4694, GNorm = 0.0821, lr_0 = 9.7132e-04
Validation prc-auc = 0.022546
Epoch 590
Validation prc-auc = 0.021988
Epoch 591
Validation prc-auc = 0.021241
Epoch 592
Validation prc-auc = 0.020456
Epoch 593
Validation prc-auc = 0.022291
Epoch 594
Loss = 6.9287e-02, PNorm = 69.5477, GNorm = 1.4342, lr_0 = 9.7110e-04
Validation prc-auc = 0.024639
Epoch 595
Validation prc-auc = 0.026376
Epoch 596
Validation prc-auc = 0.027567
Epoch 597
Validation prc-auc = 0.028484
Epoch 598
Validation prc-auc = 0.028512
Epoch 599
Loss = 5.6777e-02, PNorm = 69.7291, GNorm = 0.8962, lr_0 = 9.7084e-04
Validation prc-auc = 0.027965
Epoch 600
Validation prc-auc = 0.027715
Epoch 601
Validation prc-auc = 0.028959
Epoch 602
Validation prc-auc = 0.028518
Epoch 603
Loss = 3.8403e-02, PNorm = 69.9051, GNorm = 1.2252, lr_0 = 9.7062e-04
Loss = 2.6451e-02, PNorm = 69.9157, GNorm = 2.0176, lr_0 = 9.7060e-04
Validation prc-auc = 0.027939
Epoch 604
Validation prc-auc = 0.028044
Epoch 605
Validation prc-auc = 0.028304
Epoch 606
Validation prc-auc = 0.027173
Epoch 607
Validation prc-auc = 0.026896
Epoch 608
Loss = 1.0270e-02, PNorm = 70.0107, GNorm = 0.2159, lr_0 = 9.7036e-04
Validation prc-auc = 0.026795
Epoch 609
Validation prc-auc = 0.026531
Epoch 610
Validation prc-auc = 0.026525
Epoch 611
Validation prc-auc = 0.026201
Epoch 612
Validation prc-auc = 0.026011
Epoch 613
Loss = 3.5758e-02, PNorm = 70.0580, GNorm = 0.9997, lr_0 = 9.7012e-04
Validation prc-auc = 0.026781
Epoch 614
Validation prc-auc = 0.027166
Epoch 615
Validation prc-auc = 0.026776
Epoch 616
Validation prc-auc = 0.025884
Epoch 617
Loss = 1.1537e-01, PNorm = 70.1718, GNorm = 2.4350, lr_0 = 9.6990e-04
Loss = 9.6631e-01, PNorm = 70.1760, GNorm = 18.8523, lr_0 = 9.6988e-04
Validation prc-auc = 0.025958
Epoch 618
Validation prc-auc = 0.024365
Epoch 619
Validation prc-auc = 0.022435
Epoch 620
Validation prc-auc = 0.022060
Epoch 621
Validation prc-auc = 0.021796
Epoch 622
Loss = 6.0999e-02, PNorm = 70.3581, GNorm = 1.0386, lr_0 = 9.6964e-04
Loss = 4.4269e-01, PNorm = 70.3744, GNorm = 10.5760, lr_0 = 9.6962e-04
Validation prc-auc = 0.021793
Epoch 623
Validation prc-auc = 0.020749
Epoch 624
Validation prc-auc = 0.020081
Epoch 625
Validation prc-auc = 0.019945
Epoch 626
Validation prc-auc = 0.019471
Epoch 627
Loss = 1.2035e-01, PNorm = 70.6470, GNorm = 1.2592, lr_0 = 9.6940e-04
Validation prc-auc = 0.018674
Epoch 628
Validation prc-auc = 0.018060
Epoch 629
Validation prc-auc = 0.018656
Epoch 630
Validation prc-auc = 0.019578
Epoch 631
Validation prc-auc = 0.021479
Epoch 632
Loss = 1.2618e-01, PNorm = 71.0364, GNorm = 1.6559, lr_0 = 9.6914e-04
Validation prc-auc = 0.024123
Epoch 633
Validation prc-auc = 0.024930
Epoch 634
Validation prc-auc = 0.024441
Epoch 635
Validation prc-auc = 0.023301
Epoch 636
Loss = 5.7156e-02, PNorm = 71.2422, GNorm = 1.3559, lr_0 = 9.6892e-04
Loss = 7.9009e-02, PNorm = 71.2535, GNorm = 2.5307, lr_0 = 9.6890e-04
Validation prc-auc = 0.022457
Epoch 637
Validation prc-auc = 0.021571
Epoch 638
Validation prc-auc = 0.020800
Epoch 639
Validation prc-auc = 0.020485
Epoch 640
Validation prc-auc = 0.020038
Epoch 641
Loss = 1.4075e-01, PNorm = 71.3843, GNorm = 0.3045, lr_0 = 9.6866e-04
Validation prc-auc = 0.019729
Epoch 642
Validation prc-auc = 0.020334
Epoch 643
Validation prc-auc = 0.021259
Epoch 644
Validation prc-auc = 0.022079
Epoch 645
Validation prc-auc = 0.022696
Epoch 646
Loss = 5.6928e-02, PNorm = 71.5048, GNorm = 0.6548, lr_0 = 9.6842e-04
Validation prc-auc = 0.022926
Epoch 647
Validation prc-auc = 0.022808
Epoch 648
Validation prc-auc = 0.022779
Epoch 649
Validation prc-auc = 0.022996
Epoch 650
Loss = 3.2416e-02, PNorm = 71.6036, GNorm = 0.6012, lr_0 = 9.6820e-04
Loss = 2.4837e-02, PNorm = 71.6164, GNorm = 0.8942, lr_0 = 9.6818e-04
Validation prc-auc = 0.023264
Epoch 651
Validation prc-auc = 0.022973
Epoch 652
Validation prc-auc = 0.021897
Epoch 653
Validation prc-auc = 0.021403
Epoch 654
Validation prc-auc = 0.020906
Epoch 655
Loss = 4.7971e-02, PNorm = 71.8183, GNorm = 0.5043, lr_0 = 9.6794e-04
Loss = 9.7105e-03, PNorm = 71.8302, GNorm = 0.3309, lr_0 = 9.6792e-04
Validation prc-auc = 0.020481
Epoch 656
Validation prc-auc = 0.020497
Epoch 657
Validation prc-auc = 0.020634
Epoch 658
Validation prc-auc = 0.021117
Epoch 659
Validation prc-auc = 0.021626
Epoch 660
Loss = 1.4399e-02, PNorm = 71.9714, GNorm = 0.5900, lr_0 = 9.6770e-04
Validation prc-auc = 0.022075
Epoch 661
Validation prc-auc = 0.023642
Epoch 662
Validation prc-auc = 0.024059
Epoch 663
Validation prc-auc = 0.024191
Epoch 664
Validation prc-auc = 0.023933
Epoch 665
Loss = 8.5354e-02, PNorm = 72.0725, GNorm = 0.8379, lr_0 = 9.6744e-04
Validation prc-auc = 0.023784
Epoch 666
Validation prc-auc = 0.023754
Epoch 667
Validation prc-auc = 0.023677
Epoch 668
Validation prc-auc = 0.023521
Epoch 669
Loss = 4.5675e-03, PNorm = 72.1388, GNorm = 0.0999, lr_0 = 9.6722e-04
Loss = 1.6958e-03, PNorm = 72.1426, GNorm = 0.0493, lr_0 = 9.6720e-04
Validation prc-auc = 0.023478
Epoch 670
Validation prc-auc = 0.023566
Epoch 671
Validation prc-auc = 0.023328
Epoch 672
Validation prc-auc = 0.023451
Epoch 673
Validation prc-auc = 0.024570
Epoch 674
Loss = 8.5437e-02, PNorm = 72.2561, GNorm = 0.4958, lr_0 = 9.6696e-04
Validation prc-auc = 0.024775
Epoch 675
Validation prc-auc = 0.025018
Epoch 676
Validation prc-auc = 0.024551
Epoch 677
Validation prc-auc = 0.022992
Epoch 678
Validation prc-auc = 0.022139
Epoch 679
Loss = 2.5977e-02, PNorm = 72.4371, GNorm = 0.5599, lr_0 = 9.6672e-04
Validation prc-auc = 0.021915
Epoch 680
Validation prc-auc = 0.021805
Epoch 681
Validation prc-auc = 0.021875
Epoch 682
Validation prc-auc = 0.021983
Epoch 683
Loss = 1.3025e-02, PNorm = 72.5570, GNorm = 0.1462, lr_0 = 9.6648e-04
Validation prc-auc = 0.022238
Epoch 684
Validation prc-auc = 0.022105
Epoch 685
Validation prc-auc = 0.021927
Epoch 686
Validation prc-auc = 0.021724
Epoch 687
Validation prc-auc = 0.022094
Epoch 688
Loss = 8.2467e-02, PNorm = 72.6302, GNorm = 3.3246, lr_0 = 9.6624e-04
Loss = 7.1954e-04, PNorm = 72.6408, GNorm = 0.0270, lr_0 = 9.6622e-04
Validation prc-auc = 0.022092
Epoch 689
Validation prc-auc = 0.022901
Epoch 690
Validation prc-auc = 0.022560
Epoch 691
Validation prc-auc = 0.022890
Epoch 692
Validation prc-auc = 0.024368
Epoch 693
Loss = 2.5779e-02, PNorm = 72.7965, GNorm = 0.3975, lr_0 = 9.6600e-04
Validation prc-auc = 0.026377
Epoch 694
Validation prc-auc = 0.027704
Epoch 695
Validation prc-auc = 0.028033
Epoch 696
Validation prc-auc = 0.026614
Epoch 697
Validation prc-auc = 0.024412
Epoch 698
Loss = 1.2577e-01, PNorm = 72.9607, GNorm = 2.9850, lr_0 = 9.6574e-04
Validation prc-auc = 0.024309
Epoch 699
Validation prc-auc = 0.022887
Epoch 700
Validation prc-auc = 0.022760
Epoch 701
Validation prc-auc = 0.023522
Epoch 702
Loss = 3.0263e-01, PNorm = 73.1655, GNorm = 3.2342, lr_0 = 9.6552e-04
Loss = 3.5648e-02, PNorm = 73.1985, GNorm = 0.8607, lr_0 = 9.6550e-04
Validation prc-auc = 0.024035
Epoch 703
Validation prc-auc = 0.021326
Epoch 704
Validation prc-auc = 0.020427
Epoch 705
Validation prc-auc = 0.020512
Epoch 706
Validation prc-auc = 0.020721
Epoch 707
Loss = 3.0687e-01, PNorm = 73.6290, GNorm = 4.9939, lr_0 = 9.6526e-04
Loss = 1.0203e-01, PNorm = 73.6594, GNorm = 2.7074, lr_0 = 9.6525e-04
Validation prc-auc = 0.021559
Epoch 708
Validation prc-auc = 0.021422
Epoch 709
Validation prc-auc = 0.021553
Epoch 710
Validation prc-auc = 0.021674
Epoch 711
Validation prc-auc = 0.021126
Epoch 712
Loss = 9.9248e-03, PNorm = 73.9382, GNorm = 0.2340, lr_0 = 9.6502e-04
Validation prc-auc = 0.020677
Epoch 713
Validation prc-auc = 0.020451
Epoch 714
Validation prc-auc = 0.020172
Epoch 715
Validation prc-auc = 0.020160
Epoch 716
Loss = 4.6590e-02, PNorm = 74.0929, GNorm = 3.2946, lr_0 = 9.6479e-04
Validation prc-auc = 0.021038
Epoch 717
Validation prc-auc = 0.022715
Epoch 718
Validation prc-auc = 0.022813
Epoch 719
Validation prc-auc = 0.022986
Epoch 720
Validation prc-auc = 0.023119
Epoch 721
Loss = 2.7291e-02, PNorm = 74.2301, GNorm = 0.8689, lr_0 = 9.6455e-04
Loss = 1.4815e-02, PNorm = 74.2396, GNorm = 0.6788, lr_0 = 9.6453e-04
Validation prc-auc = 0.023151
Epoch 722
Validation prc-auc = 0.022818
Epoch 723
Validation prc-auc = 0.022633
Epoch 724
Validation prc-auc = 0.022512
Epoch 725
Validation prc-auc = 0.022206
Epoch 726
Loss = 9.4441e-02, PNorm = 74.3450, GNorm = 0.9397, lr_0 = 9.6431e-04
Validation prc-auc = 0.021929
Epoch 727
Validation prc-auc = 0.021958
Epoch 728
Validation prc-auc = 0.022566
Epoch 729
Validation prc-auc = 0.022983
Epoch 730
Validation prc-auc = 0.023436
Epoch 731
Loss = 2.5674e-02, PNorm = 74.4656, GNorm = 0.6107, lr_0 = 9.6405e-04
Validation prc-auc = 0.023593
Epoch 732
Validation prc-auc = 0.023682
Epoch 733
Validation prc-auc = 0.023915
Epoch 734
Validation prc-auc = 0.024054
Epoch 735
Loss = 9.5008e-03, PNorm = 74.5187, GNorm = 0.0484, lr_0 = 9.6383e-04
Loss = 2.1200e-03, PNorm = 74.5214, GNorm = 0.1620, lr_0 = 9.6381e-04
Validation prc-auc = 0.024018
Epoch 736
Validation prc-auc = 0.023423
Epoch 737
Validation prc-auc = 0.022751
Epoch 738
Validation prc-auc = 0.022880
Epoch 739
Validation prc-auc = 0.022937
Epoch 740
Loss = 1.9542e-02, PNorm = 74.5490, GNorm = 1.0292, lr_0 = 9.6357e-04
Loss = 1.6660e-02, PNorm = 74.5539, GNorm = 0.7724, lr_0 = 9.6355e-04
Validation prc-auc = 0.023070
Epoch 741
Validation prc-auc = 0.023249
Epoch 742
Validation prc-auc = 0.023783
Epoch 743
Validation prc-auc = 0.023623
Epoch 744
Validation prc-auc = 0.023357
Epoch 745
Loss = 3.1260e-03, PNorm = 74.6125, GNorm = 0.1120, lr_0 = 9.6333e-04
Validation prc-auc = 0.022968
Epoch 746
Validation prc-auc = 0.022882
Epoch 747
Validation prc-auc = 0.022842
Epoch 748
Validation prc-auc = 0.022792
Epoch 749
Loss = 5.3744e-03, PNorm = 74.6693, GNorm = 0.0626, lr_0 = 9.6309e-04
Validation prc-auc = 0.022761
Epoch 750
Validation prc-auc = 0.022360
Epoch 751
Validation prc-auc = 0.022247
Epoch 752
Validation prc-auc = 0.021947
Epoch 753
Validation prc-auc = 0.021620
Epoch 754
Loss = 3.0561e-02, PNorm = 74.7305, GNorm = 1.8440, lr_0 = 9.6285e-04
Loss = 1.9166e-03, PNorm = 74.7337, GNorm = 0.0503, lr_0 = 9.6284e-04
Validation prc-auc = 0.021552
Epoch 755
Validation prc-auc = 0.021575
Epoch 756
Validation prc-auc = 0.021628
Epoch 757
Validation prc-auc = 0.021881
Epoch 758
Validation prc-auc = 0.022349
Epoch 759
Loss = 2.0717e-02, PNorm = 74.7767, GNorm = 0.5791, lr_0 = 9.6262e-04
Validation prc-auc = 0.022367
Epoch 760
Validation prc-auc = 0.022617
Epoch 761
Validation prc-auc = 0.022044
Epoch 762
Validation prc-auc = 0.021440
Epoch 763
Validation prc-auc = 0.021035
Epoch 764
Loss = 1.2555e-03, PNorm = 74.8097, GNorm = 0.0337, lr_0 = 9.6236e-04
Validation prc-auc = 0.020823
Epoch 765
Validation prc-auc = 0.021162
Epoch 766
Validation prc-auc = 0.021212
Epoch 767
Validation prc-auc = 0.021216
Epoch 768
Loss = 8.3420e-02, PNorm = 74.8561, GNorm = 1.3539, lr_0 = 9.6214e-04
Loss = 3.5001e-03, PNorm = 74.8595, GNorm = 0.1539, lr_0 = 9.6212e-04
Validation prc-auc = 0.021595
Epoch 769
Validation prc-auc = 0.022128
Epoch 770
Validation prc-auc = 0.022454
Epoch 771
Validation prc-auc = 0.023051
Epoch 772
Validation prc-auc = 0.023223
Epoch 773
Loss = 5.7533e-02, PNorm = 74.9053, GNorm = 0.2528, lr_0 = 9.6188e-04
Loss = 4.8767e-03, PNorm = 74.9083, GNorm = 0.2362, lr_0 = 9.6186e-04
Validation prc-auc = 0.023105
Epoch 774
Validation prc-auc = 0.022977
Epoch 775
Validation prc-auc = 0.023050
Epoch 776
Validation prc-auc = 0.023208
Epoch 777
Validation prc-auc = 0.023344
Epoch 778
Loss = 2.6430e-02, PNorm = 74.9458, GNorm = 0.7105, lr_0 = 9.6164e-04
Validation prc-auc = 0.023415
Epoch 779
Validation prc-auc = 0.023435
Epoch 780
Validation prc-auc = 0.023241
Epoch 781
Validation prc-auc = 0.022321
Epoch 782
Validation prc-auc = 0.022494
Epoch 783
Loss = 8.7192e-02, PNorm = 74.9776, GNorm = 1.3709, lr_0 = 9.6139e-04
Validation prc-auc = 0.022809
Epoch 784
Validation prc-auc = 0.022714
Epoch 785
Validation prc-auc = 0.022632
Epoch 786
Validation prc-auc = 0.022497
Epoch 787
Loss = 6.4225e-03, PNorm = 75.0191, GNorm = 0.2430, lr_0 = 9.6117e-04
Loss = 8.1884e-04, PNorm = 75.0228, GNorm = 0.0276, lr_0 = 9.6115e-04
Validation prc-auc = 0.022166
Epoch 788
Validation prc-auc = 0.022152
Epoch 789
Validation prc-auc = 0.021889
Epoch 790
Validation prc-auc = 0.021287
Epoch 791
Validation prc-auc = 0.020899
Epoch 792
Loss = 5.8895e-02, PNorm = 75.0562, GNorm = 1.0059, lr_0 = 9.6093e-04
Validation prc-auc = 0.020606
Epoch 793
Validation prc-auc = 0.020453
Epoch 794
Validation prc-auc = 0.020469
Epoch 795
Validation prc-auc = 0.020300
Epoch 796
Validation prc-auc = 0.020241
Epoch 797
Loss = 1.3978e-02, PNorm = 75.0913, GNorm = 0.3826, lr_0 = 9.6067e-04
Validation prc-auc = 0.020206
Epoch 798
Validation prc-auc = 0.020284
Epoch 799
Validation prc-auc = 0.020447
Epoch 800
Validation prc-auc = 0.020503
Epoch 801
Loss = 1.0073e-01, PNorm = 75.1103, GNorm = 0.1487, lr_0 = 9.6045e-04
Loss = 2.6826e-03, PNorm = 75.1114, GNorm = 0.1017, lr_0 = 9.6043e-04
Validation prc-auc = 0.020820
Epoch 802
Validation prc-auc = 0.021039
Epoch 803
Validation prc-auc = 0.021376
Epoch 804
Validation prc-auc = 0.021698
Epoch 805
Validation prc-auc = 0.021885
Epoch 806
Loss = 7.0516e-03, PNorm = 75.1456, GNorm = 0.1391, lr_0 = 9.6019e-04
Loss = 3.6829e-03, PNorm = 75.1483, GNorm = 0.1315, lr_0 = 9.6018e-04
Validation prc-auc = 0.022000
Epoch 807
Validation prc-auc = 0.022004
Epoch 808
Validation prc-auc = 0.022011
Epoch 809
Validation prc-auc = 0.021985
Epoch 810
Validation prc-auc = 0.021950
Epoch 811
Loss = 1.0964e-01, PNorm = 75.1749, GNorm = 1.1548, lr_0 = 9.5996e-04
Validation prc-auc = 0.021999
Epoch 812
Validation prc-auc = 0.022072
Epoch 813
Validation prc-auc = 0.022137
Epoch 814
Validation prc-auc = 0.022075
Epoch 815
Validation prc-auc = 0.022240
Epoch 816
Loss = 6.2978e-03, PNorm = 75.1901, GNorm = 0.1428, lr_0 = 9.5970e-04
Validation prc-auc = 0.022251
Epoch 817
Validation prc-auc = 0.022254
Epoch 818
Validation prc-auc = 0.022061
Epoch 819
Validation prc-auc = 0.022064
Epoch 820
Loss = 6.3827e-03, PNorm = 75.2224, GNorm = 0.3255, lr_0 = 9.5948e-04
Loss = 1.1565e-02, PNorm = 75.2253, GNorm = 0.3726, lr_0 = 9.5946e-04
Validation prc-auc = 0.022069
Epoch 821
Validation prc-auc = 0.022174
Epoch 822
Validation prc-auc = 0.022204
Epoch 823
Validation prc-auc = 0.022155
Epoch 824
Validation prc-auc = 0.022162
Epoch 825
Loss = 2.7658e-01, PNorm = 75.2516, GNorm = 1.3002, lr_0 = 9.5924e-04
Validation prc-auc = 0.022067
Epoch 826
Validation prc-auc = 0.022258
Epoch 827
Validation prc-auc = 0.022134
Epoch 828
Validation prc-auc = 0.022470
Epoch 829
Validation prc-auc = 0.022663
Epoch 830
Loss = 1.2943e-02, PNorm = 75.2641, GNorm = 0.4914, lr_0 = 9.5899e-04
Validation prc-auc = 0.022852
Epoch 831
Validation prc-auc = 0.022752
Epoch 832
Validation prc-auc = 0.022689
Epoch 833
Validation prc-auc = 0.022279
Epoch 834
Loss = 3.2657e-02, PNorm = 75.3017, GNorm = 0.7612, lr_0 = 9.5877e-04
Loss = 2.1576e-05, PNorm = 75.3041, GNorm = 0.0012, lr_0 = 9.5875e-04
Validation prc-auc = 0.021716
Epoch 835
Validation prc-auc = 0.021430
Epoch 836
Validation prc-auc = 0.021020
Epoch 837
Validation prc-auc = 0.021008
Epoch 838
Validation prc-auc = 0.021370
Epoch 839
Loss = 1.3764e-02, PNorm = 75.3410, GNorm = 0.3751, lr_0 = 9.5851e-04
Loss = 3.1432e-04, PNorm = 75.3437, GNorm = 0.0105, lr_0 = 9.5849e-04
Validation prc-auc = 0.021385
Epoch 840
Validation prc-auc = 0.021378
Epoch 841
Validation prc-auc = 0.021387
Epoch 842
Validation prc-auc = 0.021560
Epoch 843
Validation prc-auc = 0.021520
Epoch 844
Loss = 1.3812e-03, PNorm = 75.3678, GNorm = 0.0641, lr_0 = 9.5827e-04
Validation prc-auc = 0.021229
Epoch 845
Validation prc-auc = 0.020836
Epoch 846
Validation prc-auc = 0.020642
Epoch 847
Validation prc-auc = 0.020550
Epoch 848
Validation prc-auc = 0.020822
Epoch 849
Loss = 9.3150e-02, PNorm = 75.3887, GNorm = 1.7529, lr_0 = 9.5802e-04
Validation prc-auc = 0.021543
Epoch 850
Validation prc-auc = 0.021915
Epoch 851
Validation prc-auc = 0.021977
Epoch 852
Validation prc-auc = 0.021373
Epoch 853
Loss = 2.2282e-02, PNorm = 75.4263, GNorm = 1.6328, lr_0 = 9.5780e-04
Loss = 7.2012e-04, PNorm = 75.4288, GNorm = 0.0313, lr_0 = 9.5778e-04
Validation prc-auc = 0.020803
Epoch 854
Validation prc-auc = 0.020435
Epoch 855
Validation prc-auc = 0.020072
Epoch 856
Validation prc-auc = 0.020544
Epoch 857
Validation prc-auc = 0.021061
Epoch 858
Loss = 2.6102e-03, PNorm = 75.4616, GNorm = 0.0738, lr_0 = 9.5754e-04
Validation prc-auc = 0.021340
Epoch 859
Validation prc-auc = 0.021753
Epoch 860
Validation prc-auc = 0.022216
Epoch 861
Validation prc-auc = 0.022273
Epoch 862
Validation prc-auc = 0.022336
Epoch 863
Loss = 1.9483e-01, PNorm = 75.4864, GNorm = 1.4405, lr_0 = 9.5730e-04
Validation prc-auc = 0.022947
Epoch 864
Validation prc-auc = 0.023103
Epoch 865
Validation prc-auc = 0.023427
Epoch 866
Validation prc-auc = 0.023520
Epoch 867
Loss = 2.7264e-03, PNorm = 75.5011, GNorm = 0.0733, lr_0 = 9.5708e-04
Loss = 7.4157e-04, PNorm = 75.5024, GNorm = 0.0324, lr_0 = 9.5707e-04
Validation prc-auc = 0.023679
Epoch 868
Validation prc-auc = 0.023746
Epoch 869
Validation prc-auc = 0.023855
Epoch 870
Validation prc-auc = 0.024019
Epoch 871
Validation prc-auc = 0.023991
Epoch 872
Loss = 9.6775e-04, PNorm = 75.5148, GNorm = 0.0147, lr_0 = 9.5683e-04
Loss = 3.5548e-04, PNorm = 75.5156, GNorm = 0.0166, lr_0 = 9.5681e-04
Validation prc-auc = 0.024185
Epoch 873
Validation prc-auc = 0.024368
Epoch 874
Validation prc-auc = 0.024140
Epoch 875
Validation prc-auc = 0.023455
Epoch 876
Validation prc-auc = 0.022934
Epoch 877
Loss = 9.3553e-03, PNorm = 75.5251, GNorm = 0.3062, lr_0 = 9.5659e-04
Validation prc-auc = 0.022755
Epoch 878
Validation prc-auc = 0.022222
Epoch 879
Validation prc-auc = 0.021733
Epoch 880
Validation prc-auc = 0.021413
Epoch 881
Validation prc-auc = 0.021017
Epoch 882
Loss = 7.9825e-04, PNorm = 75.5667, GNorm = 0.0222, lr_0 = 9.5634e-04
Validation prc-auc = 0.020736
Epoch 883
Validation prc-auc = 0.020573
Epoch 884
Validation prc-auc = 0.020456
Epoch 885
Validation prc-auc = 0.020495
Epoch 886
Loss = 1.8368e-03, PNorm = 75.5938, GNorm = 0.0928, lr_0 = 9.5612e-04
Loss = 9.7009e-04, PNorm = 75.5955, GNorm = 0.0472, lr_0 = 9.5610e-04
Validation prc-auc = 0.020495
Epoch 887
Validation prc-auc = 0.020167
Epoch 888
Validation prc-auc = 0.019851
Epoch 889
Validation prc-auc = 0.019589
Epoch 890
Validation prc-auc = 0.019537
Epoch 891
Loss = 1.7770e-03, PNorm = 75.6157, GNorm = 0.0874, lr_0 = 9.5586e-04
Validation prc-auc = 0.019671
Epoch 892
Validation prc-auc = 0.020164
Epoch 893
Validation prc-auc = 0.020924
Epoch 894
Validation prc-auc = 0.020482
Epoch 895
Validation prc-auc = 0.017971
Epoch 896
Loss = 4.2733e-02, PNorm = 75.7015, GNorm = 1.1227, lr_0 = 9.5563e-04
Validation prc-auc = 0.015362
Epoch 897
Validation prc-auc = 0.016838
Epoch 898
Validation prc-auc = 0.021992
Epoch 899
Validation prc-auc = 0.024953
Epoch 900
Loss = 1.7371e-01, PNorm = 76.1932, GNorm = 2.6338, lr_0 = 9.5541e-04
Loss = 7.9543e-04, PNorm = 76.2370, GNorm = 0.0441, lr_0 = 9.5539e-04
Validation prc-auc = 0.027731
Epoch 901
Validation prc-auc = 0.030533
Epoch 902
Validation prc-auc = 0.030879
Epoch 903
Validation prc-auc = 0.030392
Epoch 904
Validation prc-auc = 0.029491
Epoch 905
Loss = 3.8902e-02, PNorm = 76.7260, GNorm = 0.7040, lr_0 = 9.5515e-04
Loss = 1.8454e-03, PNorm = 76.7643, GNorm = 0.0774, lr_0 = 9.5513e-04
Validation prc-auc = 0.025549
Epoch 906
Validation prc-auc = 0.026157
Epoch 907
Validation prc-auc = 0.026753
Epoch 908
Validation prc-auc = 0.023850
Epoch 909
Validation prc-auc = 0.023209
Epoch 910
Loss = 2.2008e-01, PNorm = 77.3417, GNorm = 2.8068, lr_0 = 9.5491e-04
Validation prc-auc = 0.022933
Epoch 911
Validation prc-auc = 0.022463
Epoch 912
Validation prc-auc = 0.021748
Epoch 913
Validation prc-auc = 0.021163
Epoch 914
Validation prc-auc = 0.020954
Epoch 915
Loss = 9.3312e-02, PNorm = 77.7861, GNorm = 2.0560, lr_0 = 9.5466e-04
Validation prc-auc = 0.020093
Epoch 916
Validation prc-auc = 0.019806
Epoch 917
Validation prc-auc = 0.019847
Epoch 918
Validation prc-auc = 0.019855
Epoch 919
Loss = 3.3385e-02, PNorm = 77.9830, GNorm = 0.9502, lr_0 = 9.5444e-04
Loss = 6.5151e-03, PNorm = 77.9927, GNorm = 0.2498, lr_0 = 9.5442e-04
Validation prc-auc = 0.020038
Epoch 920
Validation prc-auc = 0.020081
Epoch 921
Validation prc-auc = 0.020096
Epoch 922
Validation prc-auc = 0.020036
Epoch 923
Validation prc-auc = 0.019917
Epoch 924
Loss = 8.8357e-03, PNorm = 78.0865, GNorm = 0.2623, lr_0 = 9.5419e-04
Validation prc-auc = 0.019894
Epoch 925
Validation prc-auc = 0.019970
Epoch 926
Validation prc-auc = 0.019996
Epoch 927
Validation prc-auc = 0.020076
Epoch 928
Validation prc-auc = 0.020087
Epoch 929
Loss = 2.1228e-03, PNorm = 78.1381, GNorm = 0.0430, lr_0 = 9.5395e-04
Validation prc-auc = 0.020056
Epoch 930
Validation prc-auc = 0.020066
Epoch 931
Validation prc-auc = 0.020210
Epoch 932
Validation prc-auc = 0.020452
Epoch 933
Loss = 1.8945e-02, PNorm = 78.1688, GNorm = 2.4348, lr_0 = 9.5371e-04
Validation prc-auc = 0.020906
Epoch 934
Validation prc-auc = 0.021371
Epoch 935
Validation prc-auc = 0.021280
Epoch 936
Validation prc-auc = 0.021278
Epoch 937
Validation prc-auc = 0.021376
Epoch 938
Loss = 9.0285e-02, PNorm = 78.2250, GNorm = 1.8612, lr_0 = 9.5348e-04
Loss = 2.7453e-03, PNorm = 78.2324, GNorm = 0.1036, lr_0 = 9.5346e-04
Validation prc-auc = 0.022304
Epoch 939
Validation prc-auc = 0.023921
Epoch 940
Validation prc-auc = 0.026925
Epoch 941
Validation prc-auc = 0.029299
Epoch 942
Validation prc-auc = 0.031209
Epoch 943
Loss = 8.6355e-02, PNorm = 78.3467, GNorm = 0.8565, lr_0 = 9.5324e-04
Validation prc-auc = 0.032115
Epoch 944
Validation prc-auc = 0.031850
Epoch 945
Validation prc-auc = 0.031379
Epoch 946
Validation prc-auc = 0.030447
Epoch 947
Validation prc-auc = 0.029876
Epoch 948
Loss = 4.5935e-03, PNorm = 78.4210, GNorm = 0.0903, lr_0 = 9.5299e-04
Validation prc-auc = 0.029129
Epoch 949
Validation prc-auc = 0.028548
Epoch 950
Validation prc-auc = 0.027714
Epoch 951
Validation prc-auc = 0.027180
Epoch 952
Loss = 3.0206e-02, PNorm = 78.4614, GNorm = 1.0843, lr_0 = 9.5277e-04
Loss = 1.5036e-03, PNorm = 78.4641, GNorm = 0.0586, lr_0 = 9.5275e-04
Validation prc-auc = 0.026542
Epoch 953
Validation prc-auc = 0.025818
Epoch 954
Validation prc-auc = 0.025438
Epoch 955
Validation prc-auc = 0.024597
Epoch 956
Validation prc-auc = 0.024173
Epoch 957
Loss = 3.1219e-02, PNorm = 78.4963, GNorm = 1.1689, lr_0 = 9.5251e-04
Loss = 6.3278e-03, PNorm = 78.4986, GNorm = 0.3035, lr_0 = 9.5250e-04
Validation prc-auc = 0.024057
Epoch 958
Validation prc-auc = 0.023957
Epoch 959
Validation prc-auc = 0.024103
Epoch 960
Validation prc-auc = 0.024114
Epoch 961
Validation prc-auc = 0.023819
Epoch 962
Loss = 1.4910e-02, PNorm = 78.5294, GNorm = 0.5039, lr_0 = 9.5228e-04
Validation prc-auc = 0.023254
Epoch 963
Validation prc-auc = 0.022499
Epoch 964
Validation prc-auc = 0.022454
Epoch 965
Validation prc-auc = 0.022386
Epoch 966
Loss = 1.0045e-01, PNorm = 78.5852, GNorm = 0.0049, lr_0 = 9.5204e-04
Validation prc-auc = 0.022048
Epoch 967
Validation prc-auc = 0.023147
Epoch 968
Validation prc-auc = 0.023986
Epoch 969
Validation prc-auc = 0.024800
Epoch 970
Validation prc-auc = 0.025335
Epoch 971
Loss = 2.4653e-03, PNorm = 78.6398, GNorm = 0.1226, lr_0 = 9.5180e-04
Loss = 5.6128e-04, PNorm = 78.6432, GNorm = 0.0220, lr_0 = 9.5179e-04
Validation prc-auc = 0.026414
Epoch 972
Validation prc-auc = 0.026654
Epoch 973
Validation prc-auc = 0.026750
Epoch 974
Validation prc-auc = 0.026018
Epoch 975
Validation prc-auc = 0.025471
Epoch 976
Loss = 1.1974e-02, PNorm = 78.7002, GNorm = 0.3182, lr_0 = 9.5157e-04
Validation prc-auc = 0.025214
Epoch 977
Validation prc-auc = 0.024889
Epoch 978
Validation prc-auc = 0.024605
Epoch 979
Validation prc-auc = 0.024040
Epoch 980
Validation prc-auc = 0.023542
Epoch 981
Loss = 1.7600e-02, PNorm = 78.7721, GNorm = 0.4842, lr_0 = 9.5132e-04
Validation prc-auc = 0.023171
Epoch 982
Validation prc-auc = 0.022890
Epoch 983
Validation prc-auc = 0.022846
Epoch 984
Validation prc-auc = 0.023081
Epoch 985
Loss = 6.4801e-03, PNorm = 78.8172, GNorm = 0.1188, lr_0 = 9.5110e-04
Loss = 5.1313e-03, PNorm = 78.8199, GNorm = 0.2521, lr_0 = 9.5108e-04
Validation prc-auc = 0.023369
Epoch 986
Validation prc-auc = 0.023944
Epoch 987
Validation prc-auc = 0.024432
Epoch 988
Validation prc-auc = 0.024739
Epoch 989
Validation prc-auc = 0.025255
Epoch 990
Loss = 2.7241e-02, PNorm = 78.8554, GNorm = 0.4974, lr_0 = 9.5084e-04
Loss = 3.8553e-04, PNorm = 78.8576, GNorm = 0.0242, lr_0 = 9.5083e-04
Validation prc-auc = 0.025443
Epoch 991
Validation prc-auc = 0.025619
Epoch 992
Validation prc-auc = 0.025564
Epoch 993
Validation prc-auc = 0.025349
Epoch 994
Validation prc-auc = 0.025462
Epoch 995
Loss = 2.9803e-03, PNorm = 78.8872, GNorm = 0.0846, lr_0 = 9.5061e-04
Validation prc-auc = 0.025405
Epoch 996
Validation prc-auc = 0.024949
Epoch 997
Validation prc-auc = 0.024598
Epoch 998
Validation prc-auc = 0.024334
Epoch 999
Loss = 4.1982e-03, PNorm = 78.9171, GNorm = 0.3014, lr_0 = 9.5037e-04
Validation prc-auc = 0.024270
Epoch 1000
Validation prc-auc = 0.024476
Epoch 1001
Validation prc-auc = 0.024513
Epoch 1002
Validation prc-auc = 0.024827
Epoch 1003
Validation prc-auc = 0.024973
Epoch 1004
Loss = 9.6463e-03, PNorm = 78.9427, GNorm = 0.5633, lr_0 = 9.5014e-04
Loss = 4.7181e-05, PNorm = 78.9447, GNorm = 0.0019, lr_0 = 9.5012e-04
Validation prc-auc = 0.025582
Epoch 1005
Validation prc-auc = 0.025299
Epoch 1006
Validation prc-auc = 0.025562
Epoch 1007
Validation prc-auc = 0.025775
Epoch 1008
Validation prc-auc = 0.026076
Epoch 1009
Loss = 5.1102e-03, PNorm = 78.9663, GNorm = 0.1756, lr_0 = 9.4990e-04
Validation prc-auc = 0.026292
Epoch 1010
Validation prc-auc = 0.025539
Epoch 1011
Validation prc-auc = 0.024910
Epoch 1012
Validation prc-auc = 0.024644
Epoch 1013
Validation prc-auc = 0.024229
Epoch 1014
Loss = 1.5224e-02, PNorm = 79.0036, GNorm = 0.5572, lr_0 = 9.4965e-04
Validation prc-auc = 0.023897
Epoch 1015
Validation prc-auc = 0.023593
Epoch 1016
Validation prc-auc = 0.023369
Epoch 1017
Validation prc-auc = 0.022969
Epoch 1018
Loss = 8.2118e-03, PNorm = 79.0328, GNorm = 0.1232, lr_0 = 9.4943e-04
Loss = 2.1360e-02, PNorm = 79.0349, GNorm = 0.8387, lr_0 = 9.4941e-04
Validation prc-auc = 0.022433
Epoch 1019
Validation prc-auc = 0.022537
Epoch 1020
Validation prc-auc = 0.022419
Epoch 1021
Validation prc-auc = 0.022352
Epoch 1022
Validation prc-auc = 0.022333
Epoch 1023
Loss = 2.0088e-02, PNorm = 79.0724, GNorm = 1.0405, lr_0 = 9.4918e-04
Loss = 2.4377e-03, PNorm = 79.0750, GNorm = 0.1030, lr_0 = 9.4916e-04
Validation prc-auc = 0.022338
Epoch 1024
Validation prc-auc = 0.022484
Epoch 1025
Validation prc-auc = 0.022703
Epoch 1026
Validation prc-auc = 0.022912
Epoch 1027
Validation prc-auc = 0.023144
Epoch 1028
Loss = 2.2546e-03, PNorm = 79.1019, GNorm = 0.0978, lr_0 = 9.4894e-04
Validation prc-auc = 0.023153
Epoch 1029
Validation prc-auc = 0.023135
Epoch 1030
Validation prc-auc = 0.023319
Epoch 1031
Validation prc-auc = 0.023545
Epoch 1032
Validation prc-auc = 0.023516
Epoch 1033
Loss = 3.6197e-04, PNorm = 79.1204, GNorm = 0.0090, lr_0 = 9.4869e-04
Validation prc-auc = 0.023691
Epoch 1034
Validation prc-auc = 0.023648
Epoch 1035
Validation prc-auc = 0.023610
Epoch 1036
Validation prc-auc = 0.023780
Epoch 1037
Loss = 1.2029e-03, PNorm = 79.1368, GNorm = 0.1274, lr_0 = 9.4847e-04
Loss = 1.4921e-05, PNorm = 79.1380, GNorm = 0.0008, lr_0 = 9.4845e-04
Validation prc-auc = 0.023898
Epoch 1038
Validation prc-auc = 0.023918
Epoch 1039
Validation prc-auc = 0.023768
Epoch 1040
Validation prc-auc = 0.023748
Epoch 1041
Validation prc-auc = 0.023801
Epoch 1042
Loss = 8.4919e-04, PNorm = 79.1546, GNorm = 0.0187, lr_0 = 9.4823e-04
Validation prc-auc = 0.023760
Epoch 1043
Validation prc-auc = 0.024928
Epoch 1044
Validation prc-auc = 0.025437
Epoch 1045
Validation prc-auc = 0.025218
Epoch 1046
Validation prc-auc = 0.024736
Epoch 1047
Loss = 9.2191e-03, PNorm = 79.1855, GNorm = 0.2716, lr_0 = 9.4798e-04
Validation prc-auc = 0.024150
Epoch 1048
Validation prc-auc = 0.023559
Epoch 1049
Validation prc-auc = 0.023444
Epoch 1050
Validation prc-auc = 0.023234
Epoch 1051
Loss = 2.6815e-03, PNorm = 79.2186, GNorm = 0.1775, lr_0 = 9.4776e-04
Loss = 1.5801e-03, PNorm = 79.2218, GNorm = 0.0610, lr_0 = 9.4775e-04
Validation prc-auc = 0.023186
Epoch 1052
Validation prc-auc = 0.023350
Epoch 1053
Validation prc-auc = 0.023310
Epoch 1054
Validation prc-auc = 0.023468
Epoch 1055
Validation prc-auc = 0.023583
Epoch 1056
Loss = 4.5241e-03, PNorm = 79.2535, GNorm = 0.0580, lr_0 = 9.4751e-04
Loss = 1.0245e-04, PNorm = 79.2557, GNorm = 0.0046, lr_0 = 9.4749e-04
Validation prc-auc = 0.023655
Epoch 1057
Validation prc-auc = 0.023681
Epoch 1058
Validation prc-auc = 0.023855
Epoch 1059
Validation prc-auc = 0.023899
Epoch 1060
Validation prc-auc = 0.023941
Epoch 1061
Loss = 1.7170e-03, PNorm = 79.2807, GNorm = 0.0594, lr_0 = 9.4728e-04
Validation prc-auc = 0.024139
Epoch 1062
Validation prc-auc = 0.023727
Epoch 1063
Validation prc-auc = 0.023265
Epoch 1064
Validation prc-auc = 0.023276
Epoch 1065
Validation prc-auc = 0.023343
Epoch 1066
Loss = 1.3535e-02, PNorm = 79.3081, GNorm = 0.6738, lr_0 = 9.4702e-04
Validation prc-auc = 0.023422
Epoch 1067
Validation prc-auc = 0.022782
Epoch 1068
Validation prc-auc = 0.022302
Epoch 1069
Validation prc-auc = 0.023400
Epoch 1070
Loss = 5.4957e-04, PNorm = 79.3410, GNorm = 0.0275, lr_0 = 9.4681e-04
Loss = 4.9780e-04, PNorm = 79.3440, GNorm = 0.0290, lr_0 = 9.4679e-04
Validation prc-auc = 0.024358
Epoch 1071
Validation prc-auc = 0.024749
Epoch 1072
Validation prc-auc = 0.025592
Epoch 1073
Validation prc-auc = 0.025879
Epoch 1074
Validation prc-auc = 0.026514
Epoch 1075
Loss = 1.9521e-03, PNorm = 79.4436, GNorm = 0.1146, lr_0 = 9.4657e-04
Validation prc-auc = 0.025460
Epoch 1076
Validation prc-auc = 0.024118
Epoch 1077
Validation prc-auc = 0.022950
Epoch 1078
Validation prc-auc = 0.023031
Epoch 1079
Validation prc-auc = 0.023893
Epoch 1080
Loss = 1.1460e-02, PNorm = 79.5934, GNorm = 0.2701, lr_0 = 9.4632e-04
Validation prc-auc = 0.024437
Epoch 1081
Validation prc-auc = 0.024651
Epoch 1082
Validation prc-auc = 0.024403
Epoch 1083
Validation prc-auc = 0.023545
Epoch 1084
Loss = 1.7812e-02, PNorm = 79.7186, GNorm = 0.4778, lr_0 = 9.4610e-04
Loss = 3.1678e-04, PNorm = 79.7321, GNorm = 0.0139, lr_0 = 9.4608e-04
Validation prc-auc = 0.023233
Epoch 1085
Validation prc-auc = 0.023370
Epoch 1086
Validation prc-auc = 0.023386
Epoch 1087
Validation prc-auc = 0.024169
Epoch 1088
Validation prc-auc = 0.024485
Epoch 1089
Loss = 3.7587e-02, PNorm = 79.8783, GNorm = 2.1094, lr_0 = 9.4585e-04
Loss = 1.5640e-03, PNorm = 79.8863, GNorm = 0.0640, lr_0 = 9.4583e-04
Validation prc-auc = 0.024816
Epoch 1090
Validation prc-auc = 0.025956
Epoch 1091
Validation prc-auc = 0.026335
Epoch 1092
Validation prc-auc = 0.026351
Epoch 1093
Validation prc-auc = 0.027635
Epoch 1094
Loss = 1.3261e-01, PNorm = 80.0123, GNorm = 1.0510, lr_0 = 9.4561e-04
Validation prc-auc = 0.028872
Epoch 1095
Validation prc-auc = 0.027779
Epoch 1096
Validation prc-auc = 0.026629
Epoch 1097
Validation prc-auc = 0.026340
Epoch 1098
Validation prc-auc = 0.025233
Epoch 1099
Loss = 2.3173e-02, PNorm = 80.2318, GNorm = 0.9363, lr_0 = 9.4536e-04
Validation prc-auc = 0.024606
Epoch 1100
Validation prc-auc = 0.024017
Epoch 1101
Validation prc-auc = 0.023581
Epoch 1102
Validation prc-auc = 0.024304
Epoch 1103
Loss = 6.2445e-02, PNorm = 80.3463, GNorm = 1.6871, lr_0 = 9.4515e-04
Loss = 4.1777e-02, PNorm = 80.3598, GNorm = 2.6331, lr_0 = 9.4513e-04
Validation prc-auc = 0.025555
Epoch 1104
Validation prc-auc = 0.026166
Epoch 1105
Validation prc-auc = 0.027028
Epoch 1106
Validation prc-auc = 0.026860
Epoch 1107
Validation prc-auc = 0.026464
Epoch 1108
Loss = 1.0228e-01, PNorm = 80.5372, GNorm = 0.2443, lr_0 = 9.4489e-04
Validation prc-auc = 0.026337
Epoch 1109
Validation prc-auc = 0.027519
Epoch 1110
Validation prc-auc = 0.028887
Epoch 1111
Validation prc-auc = 0.029159
Epoch 1112
Validation prc-auc = 0.029024
Epoch 1113
Loss = 1.0762e-02, PNorm = 80.6466, GNorm = 0.2473, lr_0 = 9.4466e-04
Validation prc-auc = 0.029305
Epoch 1114
Validation prc-auc = 0.030151
Epoch 1115
Validation prc-auc = 0.032091
Epoch 1116
Validation prc-auc = 0.033703
Epoch 1117
Loss = 5.2254e-02, PNorm = 80.7591, GNorm = 0.0952, lr_0 = 9.4444e-04
Loss = 4.0690e-04, PNorm = 80.7724, GNorm = 0.0203, lr_0 = 9.4443e-04
Validation prc-auc = 0.035255
Epoch 1118
Validation prc-auc = 0.035940
Epoch 1119
Validation prc-auc = 0.037358
Epoch 1120
Validation prc-auc = 0.035946
Epoch 1121
Validation prc-auc = 0.035400
Epoch 1122
Loss = 2.7284e-02, PNorm = 80.9492, GNorm = 0.4750, lr_0 = 9.4419e-04
Loss = 3.0136e-02, PNorm = 80.9634, GNorm = 1.0347, lr_0 = 9.4417e-04
Validation prc-auc = 0.033221
Epoch 1123
Validation prc-auc = 0.032563
Epoch 1124
Validation prc-auc = 0.033118
Epoch 1125
Validation prc-auc = 0.032157
Epoch 1126
Validation prc-auc = 0.030904
Epoch 1127
Loss = 1.6318e-02, PNorm = 81.1102, GNorm = 0.7469, lr_0 = 9.4396e-04
Validation prc-auc = 0.029456
Epoch 1128
Validation prc-auc = 0.028799
Epoch 1129
Validation prc-auc = 0.028278
Epoch 1130
Validation prc-auc = 0.026442
Epoch 1131
Validation prc-auc = 0.025532
Epoch 1132
Loss = 2.6523e-03, PNorm = 81.2348, GNorm = 0.1770, lr_0 = 9.4371e-04
Validation prc-auc = 0.025163
Epoch 1133
Validation prc-auc = 0.024953
Epoch 1134
Validation prc-auc = 0.024722
Epoch 1135
Validation prc-auc = 0.024953
Epoch 1136
Loss = 5.9023e-02, PNorm = 81.2931, GNorm = 1.6569, lr_0 = 9.4349e-04
Loss = 8.8695e-04, PNorm = 81.2971, GNorm = 0.0547, lr_0 = 9.4347e-04
Validation prc-auc = 0.025165
Epoch 1137
Validation prc-auc = 0.024018
Epoch 1138
Validation prc-auc = 0.023712
Epoch 1139
Validation prc-auc = 0.025708
Epoch 1140
Validation prc-auc = 0.024418
Epoch 1141
Loss = 2.6619e-02, PNorm = 81.4489, GNorm = 0.0967, lr_0 = 9.4324e-04
Validation prc-auc = 0.023914
Epoch 1142
Validation prc-auc = 0.026519
Epoch 1143
Validation prc-auc = 0.029145
Epoch 1144
Validation prc-auc = 0.032188
Epoch 1145
Validation prc-auc = 0.033526
Epoch 1146
Loss = 2.3259e-01, PNorm = 81.6467, GNorm = 2.7716, lr_0 = 9.4300e-04
Validation prc-auc = 0.033902
Epoch 1147
Validation prc-auc = 0.033191
Epoch 1148
Validation prc-auc = 0.032024
Epoch 1149
Validation prc-auc = 0.030097
Epoch 1150
Loss = 8.5450e-03, PNorm = 81.8183, GNorm = 0.2851, lr_0 = 9.4279e-04
Loss = 4.8045e-03, PNorm = 81.8304, GNorm = 0.1840, lr_0 = 9.4277e-04
Validation prc-auc = 0.028772
Epoch 1151
Validation prc-auc = 0.027175
Epoch 1152
Validation prc-auc = 0.026412
Epoch 1153
Validation prc-auc = 0.026341
Epoch 1154
Validation prc-auc = 0.026161
Epoch 1155
Loss = 4.5084e-02, PNorm = 81.9536, GNorm = 0.4390, lr_0 = 9.4253e-04
Loss = 5.4587e-02, PNorm = 81.9610, GNorm = 2.4372, lr_0 = 9.4252e-04
Validation prc-auc = 0.026014
Epoch 1156
Validation prc-auc = 0.026613
Epoch 1157
Validation prc-auc = 0.026839
Epoch 1158
Validation prc-auc = 0.027604
Epoch 1159
Validation prc-auc = 0.027151
Epoch 1160
Loss = 6.7212e-03, PNorm = 82.0406, GNorm = 0.1561, lr_0 = 9.4230e-04
Validation prc-auc = 0.026709
Epoch 1161
Validation prc-auc = 0.026211
Epoch 1162
Validation prc-auc = 0.026355
Epoch 1163
Validation prc-auc = 0.026741
Epoch 1164
Validation prc-auc = 0.027317
Epoch 1165
Loss = 3.8354e-02, PNorm = 82.0929, GNorm = 0.8941, lr_0 = 9.4205e-04
Validation prc-auc = 0.027627
Epoch 1166
Validation prc-auc = 0.027501
Epoch 1167
Validation prc-auc = 0.026972
Epoch 1168
Validation prc-auc = 0.026790
Epoch 1169
Loss = 3.8388e-02, PNorm = 82.1556, GNorm = 0.5053, lr_0 = 9.4183e-04
Loss = 1.6642e-03, PNorm = 82.1620, GNorm = 0.0925, lr_0 = 9.4182e-04
Validation prc-auc = 0.026537
Epoch 1170
Validation prc-auc = 0.026711
Epoch 1171
Validation prc-auc = 0.026767
Epoch 1172
Validation prc-auc = 0.026416
Epoch 1173
Validation prc-auc = 0.025864
Epoch 1174
Loss = 8.6869e-03, PNorm = 82.2307, GNorm = 0.4927, lr_0 = 9.4158e-04
Validation prc-auc = 0.025411
Epoch 1175
Validation prc-auc = 0.025274
Epoch 1176
Validation prc-auc = 0.024937
Epoch 1177
Validation prc-auc = 0.024684
Epoch 1178
Validation prc-auc = 0.024425
Epoch 1179
Loss = 3.5593e-03, PNorm = 82.2740, GNorm = 0.1063, lr_0 = 9.4135e-04
Validation prc-auc = 0.024074
Epoch 1180
Validation prc-auc = 0.023947
Epoch 1181
Validation prc-auc = 0.023725
Epoch 1182
Validation prc-auc = 0.023831
Epoch 1183
Loss = 1.2893e-02, PNorm = 82.3014, GNorm = 1.0345, lr_0 = 9.4112e-04
Validation prc-auc = 0.024043
Epoch 1184
Validation prc-auc = 0.024249
Epoch 1185
Validation prc-auc = 0.024648
Epoch 1186
Validation prc-auc = 0.025050
Epoch 1187
Validation prc-auc = 0.025148
Epoch 1188
Loss = 3.1827e-03, PNorm = 82.3261, GNorm = 0.0423, lr_0 = 9.4088e-04
Loss = 2.1215e-03, PNorm = 82.3280, GNorm = 0.0947, lr_0 = 9.4087e-04
Validation prc-auc = 0.025538
Epoch 1189
Validation prc-auc = 0.025630
Epoch 1190
Validation prc-auc = 0.025767
Epoch 1191
Validation prc-auc = 0.025877
Epoch 1192
Validation prc-auc = 0.026006
Epoch 1193
Loss = 3.1347e-03, PNorm = 82.3465, GNorm = 0.1191, lr_0 = 9.4065e-04
Validation prc-auc = 0.026251
Epoch 1194
Validation prc-auc = 0.026100
Epoch 1195
Validation prc-auc = 0.026190
Epoch 1196
Validation prc-auc = 0.026331
Epoch 1197
Validation prc-auc = 0.026407
Epoch 1198
Loss = 6.8595e-03, PNorm = 82.3652, GNorm = 0.2788, lr_0 = 9.4040e-04
Validation prc-auc = 0.026767
Epoch 1199
Validation prc-auc = 0.027241
Epoch 1200
Validation prc-auc = 0.027202
Epoch 1201
Validation prc-auc = 0.027383
Epoch 1202
Loss = 1.8531e-02, PNorm = 82.4028, GNorm = 0.1403, lr_0 = 9.4018e-04
Loss = 4.9543e-03, PNorm = 82.4062, GNorm = 0.3651, lr_0 = 9.4016e-04
Validation prc-auc = 0.028183
Epoch 1203
Validation prc-auc = 0.028855
Epoch 1204
Validation prc-auc = 0.029346
Epoch 1205
Validation prc-auc = 0.029222
Epoch 1206
Validation prc-auc = 0.028797
Epoch 1207
Loss = 3.7602e-02, PNorm = 82.4465, GNorm = 0.0831, lr_0 = 9.3993e-04
Loss = 2.1958e-03, PNorm = 82.4490, GNorm = 0.1104, lr_0 = 9.3991e-04
Validation prc-auc = 0.028557
Epoch 1208
Validation prc-auc = 0.029378
Epoch 1209
Validation prc-auc = 0.028473
Epoch 1210
Validation prc-auc = 0.029317
Epoch 1211
Validation prc-auc = 0.029674
Epoch 1212
Loss = 2.0058e-03, PNorm = 82.4935, GNorm = 0.1089, lr_0 = 9.3970e-04
Validation prc-auc = 0.027860
Epoch 1213
Validation prc-auc = 0.027528
Epoch 1214
Validation prc-auc = 0.028200
Epoch 1215
Validation prc-auc = 0.027542
Epoch 1216
Loss = 7.6037e-03, PNorm = 82.5667, GNorm = 1.0876, lr_0 = 9.3946e-04
Validation prc-auc = 0.026605
Epoch 1217
Validation prc-auc = 0.026711
Epoch 1218
Validation prc-auc = 0.027131
Epoch 1219
Validation prc-auc = 0.027420
Epoch 1220
Validation prc-auc = 0.027783
Epoch 1221
Loss = 7.9690e-03, PNorm = 82.6219, GNorm = 0.0163, lr_0 = 9.3923e-04
Loss = 3.4954e-04, PNorm = 82.6251, GNorm = 0.0250, lr_0 = 9.3922e-04
Validation prc-auc = 0.027611
Epoch 1222
Validation prc-auc = 0.027724
Epoch 1223
Validation prc-auc = 0.027778
Epoch 1224
Validation prc-auc = 0.028701
Epoch 1225
Validation prc-auc = 0.028849
Epoch 1226
Loss = 1.0312e-02, PNorm = 82.6575, GNorm = 0.3570, lr_0 = 9.3900e-04
Validation prc-auc = 0.028716
Epoch 1227
Validation prc-auc = 0.029070
Epoch 1228
Validation prc-auc = 0.029250
Epoch 1229
Validation prc-auc = 0.029014
Epoch 1230
Validation prc-auc = 0.028220
Epoch 1231
Loss = 2.2443e-03, PNorm = 82.6948, GNorm = 0.0956, lr_0 = 9.3875e-04
Validation prc-auc = 0.027246
Epoch 1232
Validation prc-auc = 0.027007
Epoch 1233
Validation prc-auc = 0.027040
Epoch 1234
Validation prc-auc = 0.027199
Epoch 1235
Loss = 2.0442e-02, PNorm = 82.7250, GNorm = 0.6719, lr_0 = 9.3853e-04
Loss = 3.8884e-02, PNorm = 82.7283, GNorm = 2.0890, lr_0 = 9.3852e-04
Validation prc-auc = 0.026943
Epoch 1236
Validation prc-auc = 0.026643
Epoch 1237
Validation prc-auc = 0.027072
Epoch 1238
Validation prc-auc = 0.027047
Epoch 1239
Validation prc-auc = 0.027014
Epoch 1240
Loss = 1.9586e-03, PNorm = 82.7724, GNorm = 0.0430, lr_0 = 9.3828e-04
Loss = 3.6150e-03, PNorm = 82.7746, GNorm = 0.1297, lr_0 = 9.3827e-04
Validation prc-auc = 0.027022
Epoch 1241
Validation prc-auc = 0.027166
Epoch 1242
Validation prc-auc = 0.028062
Epoch 1243
Validation prc-auc = 0.027482
Epoch 1244
Validation prc-auc = 0.027756
Epoch 1245
Loss = 1.3588e-03, PNorm = 82.7998, GNorm = 0.0595, lr_0 = 9.3805e-04
Validation prc-auc = 0.027890
Epoch 1246
Validation prc-auc = 0.027920
Epoch 1247
Validation prc-auc = 0.027908
Epoch 1248
Validation prc-auc = 0.027745
Epoch 1249
Loss = 1.9207e-02, PNorm = 82.8271, GNorm = 2.4314, lr_0 = 9.3782e-04
Validation prc-auc = 0.027468
Epoch 1250
Validation prc-auc = 0.027229
Epoch 1251
Validation prc-auc = 0.027102
Epoch 1252
Validation prc-auc = 0.026861
Epoch 1253
Validation prc-auc = 0.026219
Epoch 1254
Loss = 1.0813e-03, PNorm = 82.8572, GNorm = 0.0466, lr_0 = 9.3758e-04
Loss = 1.2798e-03, PNorm = 82.8594, GNorm = 0.0764, lr_0 = 9.3757e-04
Validation prc-auc = 0.025893
Epoch 1255
Validation prc-auc = 0.024953
Epoch 1256
Validation prc-auc = 0.024739
Epoch 1257
Validation prc-auc = 0.024771
Epoch 1258
Validation prc-auc = 0.023906
Epoch 1259
Loss = 2.2054e-02, PNorm = 82.9217, GNorm = 0.6383, lr_0 = 9.3735e-04
Validation prc-auc = 0.023533
Epoch 1260
Validation prc-auc = 0.024098
Epoch 1261
Validation prc-auc = 0.024735
Epoch 1262
Validation prc-auc = 0.025102
Epoch 1263
Validation prc-auc = 0.024986
Epoch 1264
Loss = 7.9281e-02, PNorm = 83.1638, GNorm = 2.1047, lr_0 = 9.3710e-04
Validation prc-auc = 0.024100
Epoch 1265
Validation prc-auc = 0.023808
Epoch 1266
Validation prc-auc = 0.023634
Epoch 1267
Validation prc-auc = 0.023612
Epoch 1268
Loss = 2.4157e-02, PNorm = 83.3187, GNorm = 0.3783, lr_0 = 9.3689e-04
Loss = 1.7921e-05, PNorm = 83.3273, GNorm = 0.0008, lr_0 = 9.3687e-04
Validation prc-auc = 0.024244
Epoch 1269
Validation prc-auc = 0.025011
Epoch 1270
Validation prc-auc = 0.025209
Epoch 1271
Validation prc-auc = 0.025500
Epoch 1272
Validation prc-auc = 0.025853
Epoch 1273
Loss = 3.3847e-03, PNorm = 83.4154, GNorm = 0.0341, lr_0 = 9.3664e-04
Loss = 3.8021e-03, PNorm = 83.4192, GNorm = 0.2472, lr_0 = 9.3662e-04
Validation prc-auc = 0.026269
Epoch 1274
Validation prc-auc = 0.027077
Epoch 1275
Validation prc-auc = 0.026911
Epoch 1276
Validation prc-auc = 0.026622
Epoch 1277
Validation prc-auc = 0.026548
Epoch 1278
Loss = 2.9397e-03, PNorm = 83.4663, GNorm = 0.1131, lr_0 = 9.3641e-04
Validation prc-auc = 0.025979
Epoch 1279
Validation prc-auc = 0.025465
Epoch 1280
Validation prc-auc = 0.024792
Epoch 1281
Validation prc-auc = 0.023863
Epoch 1282
Validation prc-auc = 0.022820
Epoch 1283
Loss = 1.8596e-03, PNorm = 83.5306, GNorm = 0.0848, lr_0 = 9.3616e-04
Validation prc-auc = 0.022119
Epoch 1284
Validation prc-auc = 0.021596
Epoch 1285
Validation prc-auc = 0.021727
Epoch 1286
Validation prc-auc = 0.021749
Epoch 1287
Loss = 1.0021e-02, PNorm = 83.5787, GNorm = 0.8195, lr_0 = 9.3594e-04
Loss = 3.5509e-04, PNorm = 83.5815, GNorm = 0.0106, lr_0 = 9.3592e-04
Validation prc-auc = 0.021500
Epoch 1288
Validation prc-auc = 0.021194
Epoch 1289
Validation prc-auc = 0.020936
Epoch 1290
Validation prc-auc = 0.020979
Epoch 1291
Validation prc-auc = 0.021025
Epoch 1292
Loss = 2.0421e-03, PNorm = 83.6073, GNorm = 0.0702, lr_0 = 9.3571e-04
Validation prc-auc = 0.020760
Epoch 1293
Validation prc-auc = 0.020744
Epoch 1294
Validation prc-auc = 0.020760
Epoch 1295
Validation prc-auc = 0.020591
Epoch 1296
Validation prc-auc = 0.020531
Epoch 1297
Loss = 9.5953e-03, PNorm = 83.6506, GNorm = 0.5838, lr_0 = 9.3546e-04
Validation prc-auc = 0.020574
Epoch 1298
Validation prc-auc = 0.020683
Epoch 1299
Validation prc-auc = 0.020629
Epoch 1300
Validation prc-auc = 0.020580
Epoch 1301
Loss = 2.8354e-02, PNorm = 83.6811, GNorm = 0.8977, lr_0 = 9.3524e-04
Loss = 1.0636e-03, PNorm = 83.6831, GNorm = 0.0743, lr_0 = 9.3523e-04
Validation prc-auc = 0.020446
Epoch 1302
Validation prc-auc = 0.020115
Epoch 1303
Validation prc-auc = 0.019044
Epoch 1304
Validation prc-auc = 0.018798
Epoch 1305
Validation prc-auc = 0.019031
Epoch 1306
Loss = 8.9279e-03, PNorm = 83.7546, GNorm = 1.4640, lr_0 = 9.3499e-04
Loss = 8.8257e-05, PNorm = 83.7602, GNorm = 0.0061, lr_0 = 9.3498e-04
Validation prc-auc = 0.019488
Epoch 1307
Validation prc-auc = 0.020009
Epoch 1308
Validation prc-auc = 0.020771
Epoch 1309
Validation prc-auc = 0.021712
Epoch 1310
Validation prc-auc = 0.022828
Epoch 1311
Loss = 2.7236e-03, PNorm = 83.8119, GNorm = 0.1261, lr_0 = 9.3476e-04
Validation prc-auc = 0.023441
Epoch 1312
Validation prc-auc = 0.024050
Epoch 1313
Validation prc-auc = 0.024885
Epoch 1314
Validation prc-auc = 0.025415
Epoch 1315
Validation prc-auc = 0.025886
Epoch 1316
Loss = 1.3168e-02, PNorm = 83.8530, GNorm = 0.6005, lr_0 = 9.3451e-04
Validation prc-auc = 0.026096
Epoch 1317
Validation prc-auc = 0.026301
Epoch 1318
Validation prc-auc = 0.026471
Epoch 1319
Validation prc-auc = 0.027108
Epoch 1320
Loss = 1.1947e-03, PNorm = 83.8724, GNorm = 0.0573, lr_0 = 9.3430e-04
Loss = 2.2936e-03, PNorm = 83.8736, GNorm = 0.0862, lr_0 = 9.3428e-04
Validation prc-auc = 0.027382
Epoch 1321
Validation prc-auc = 0.027488
Epoch 1322
Validation prc-auc = 0.026919
Epoch 1323
Validation prc-auc = 0.025890
Epoch 1324
Validation prc-auc = 0.024508
Epoch 1325
Loss = 1.2329e-02, PNorm = 83.9529, GNorm = 0.5274, lr_0 = 9.3407e-04
Validation prc-auc = 0.023190
Epoch 1326
Validation prc-auc = 0.022771
Epoch 1327
Validation prc-auc = 0.022455
Epoch 1328
Validation prc-auc = 0.023162
Epoch 1329
Validation prc-auc = 0.021816
Epoch 1330
Loss = 2.7831e-01, PNorm = 84.2171, GNorm = 3.1609, lr_0 = 9.3382e-04
Validation prc-auc = 0.022194
Epoch 1331
Validation prc-auc = 0.023448
Epoch 1332
Validation prc-auc = 0.024199
Epoch 1333
Validation prc-auc = 0.024543
Epoch 1334
Loss = 8.3029e-03, PNorm = 84.4679, GNorm = 0.1158, lr_0 = 9.3360e-04
Loss = 3.5183e-02, PNorm = 84.4817, GNorm = 1.4023, lr_0 = 9.3359e-04
Validation prc-auc = 0.024907
Epoch 1335
Validation prc-auc = 0.025411
Epoch 1336
Validation prc-auc = 0.025939
Epoch 1337
Validation prc-auc = 0.026493
Epoch 1338
Validation prc-auc = 0.026480
Epoch 1339
Loss = 5.3184e-03, PNorm = 84.6344, GNorm = 0.1407, lr_0 = 9.3336e-04
Loss = 3.8640e-03, PNorm = 84.6447, GNorm = 0.2002, lr_0 = 9.3334e-04
Validation prc-auc = 0.026315
Epoch 1340
Validation prc-auc = 0.025964
Epoch 1341
Validation prc-auc = 0.025311
Epoch 1342
Validation prc-auc = 0.025612
Epoch 1343
Validation prc-auc = 0.027368
Epoch 1344
Loss = 1.2541e-02, PNorm = 84.7582, GNorm = 0.5870, lr_0 = 9.3312e-04
Validation prc-auc = 0.028188
Epoch 1345
Validation prc-auc = 0.028330
Epoch 1346
Validation prc-auc = 0.028342
Epoch 1347
Validation prc-auc = 0.028031
Epoch 1348
Validation prc-auc = 0.027396
Epoch 1349
Loss = 1.0106e-02, PNorm = 84.8550, GNorm = 0.4276, lr_0 = 9.3288e-04
Validation prc-auc = 0.026857
Epoch 1350
Validation prc-auc = 0.026652
Epoch 1351
Validation prc-auc = 0.026407
Epoch 1352
Validation prc-auc = 0.026194
Epoch 1353
Loss = 2.9491e-02, PNorm = 84.9250, GNorm = 0.7482, lr_0 = 9.3266e-04
Loss = 2.2342e-02, PNorm = 84.9286, GNorm = 1.1064, lr_0 = 9.3264e-04
Validation prc-auc = 0.025837
Epoch 1354
Validation prc-auc = 0.025478
Epoch 1355
Validation prc-auc = 0.025317
Epoch 1356
Validation prc-auc = 0.025361
Epoch 1357
Validation prc-auc = 0.025507
Epoch 1358
Loss = 1.5602e-02, PNorm = 84.9821, GNorm = 0.0186, lr_0 = 9.3241e-04
Validation prc-auc = 0.024621
Epoch 1359
Validation prc-auc = 0.023956
Epoch 1360
Validation prc-auc = 0.023468
Epoch 1361
Validation prc-auc = 0.023136
Epoch 1362
Validation prc-auc = 0.023157
Epoch 1363
Loss = 1.0062e-01, PNorm = 85.0265, GNorm = 1.3356, lr_0 = 9.3218e-04
Validation prc-auc = 0.023672
Epoch 1364
Validation prc-auc = 0.024006
Epoch 1365
Validation prc-auc = 0.024398
Epoch 1366
Validation prc-auc = 0.024066
Epoch 1367
Loss = 2.9560e-03, PNorm = 85.0752, GNorm = 0.1373, lr_0 = 9.3197e-04
Loss = 1.1578e-03, PNorm = 85.0815, GNorm = 0.0355, lr_0 = 9.3195e-04
Validation prc-auc = 0.024158
Epoch 1368
Validation prc-auc = 0.024185
Epoch 1369
Validation prc-auc = 0.024190
Epoch 1370
Validation prc-auc = 0.024340
Epoch 1371
Validation prc-auc = 0.024572
Epoch 1372
Loss = 3.2441e-03, PNorm = 85.1445, GNorm = 0.2146, lr_0 = 9.3172e-04
Loss = 6.9768e-04, PNorm = 85.1476, GNorm = 0.0262, lr_0 = 9.3170e-04
Validation prc-auc = 0.024719
Epoch 1373
Validation prc-auc = 0.024820
Epoch 1374
Validation prc-auc = 0.024794
Epoch 1375
Validation prc-auc = 0.024652
Epoch 1376
Validation prc-auc = 0.024596
Epoch 1377
Loss = 5.8077e-03, PNorm = 85.1794, GNorm = 0.2530, lr_0 = 9.3149e-04
Validation prc-auc = 0.024472
Epoch 1378
Validation prc-auc = 0.024259
Epoch 1379
Validation prc-auc = 0.024118
Epoch 1380
Validation prc-auc = 0.023801
Epoch 1381
Validation prc-auc = 0.023139
Epoch 1382
Loss = 1.2593e-01, PNorm = 85.2485, GNorm = 3.0483, lr_0 = 9.3124e-04
Validation prc-auc = 0.023380
Epoch 1383
Validation prc-auc = 0.023944
Epoch 1384
Validation prc-auc = 0.024534
Epoch 1385
Validation prc-auc = 0.025127
Epoch 1386
Loss = 1.5497e-01, PNorm = 85.4333, GNorm = 1.3387, lr_0 = 9.3102e-04
Loss = 1.7881e-06, PNorm = 85.4441, GNorm = 0.0001, lr_0 = 9.3101e-04
Validation prc-auc = 0.026553
Epoch 1387
Validation prc-auc = 0.027947
Epoch 1388
Validation prc-auc = 0.029052
Epoch 1389
Validation prc-auc = 0.028995
Epoch 1390
Validation prc-auc = 0.029493
Epoch 1391
Loss = 3.6700e-02, PNorm = 85.5848, GNorm = 1.0232, lr_0 = 9.3078e-04
Validation prc-auc = 0.029864
Epoch 1392
Validation prc-auc = 0.029540
Epoch 1393
Validation prc-auc = 0.029560
Epoch 1394
Validation prc-auc = 0.029527
Epoch 1395
Validation prc-auc = 0.029155
Epoch 1396
Loss = 2.7672e-01, PNorm = 85.7536, GNorm = 3.8976, lr_0 = 9.3055e-04
Validation prc-auc = 0.028685
Epoch 1397
Validation prc-auc = 0.029033
Epoch 1398
Validation prc-auc = 0.028533
Epoch 1399
Validation prc-auc = 0.028203
Epoch 1400
Loss = 9.1121e-03, PNorm = 85.8581, GNorm = 0.4529, lr_0 = 9.3033e-04
Loss = 2.0044e-02, PNorm = 85.8638, GNorm = 1.2429, lr_0 = 9.3032e-04
Validation prc-auc = 0.027725
Epoch 1401
Validation prc-auc = 0.027390
Epoch 1402
Validation prc-auc = 0.027062
Epoch 1403
Validation prc-auc = 0.026757
Epoch 1404
Validation prc-auc = 0.026808
Epoch 1405
Loss = 2.6258e-02, PNorm = 85.9176, GNorm = 0.0082, lr_0 = 9.3008e-04
Loss = 1.8383e-04, PNorm = 85.9206, GNorm = 0.0075, lr_0 = 9.3007e-04
Validation prc-auc = 0.027010
Epoch 1406
Validation prc-auc = 0.027281
Epoch 1407
Validation prc-auc = 0.027797
Epoch 1408
Validation prc-auc = 0.028458
Epoch 1409
Validation prc-auc = 0.029199
Epoch 1410
Loss = 2.8576e-03, PNorm = 85.9495, GNorm = 0.0755, lr_0 = 9.2985e-04
Validation prc-auc = 0.029611
Epoch 1411
Validation prc-auc = 0.030159
Epoch 1412
Validation prc-auc = 0.030103
Epoch 1413
Validation prc-auc = 0.030358
Epoch 1414
Validation prc-auc = 0.030555
Epoch 1415
Loss = 1.3514e-02, PNorm = 86.0072, GNorm = 0.4886, lr_0 = 9.2961e-04
Validation prc-auc = 0.030428
Epoch 1416
Validation prc-auc = 0.031147
Epoch 1417
Validation prc-auc = 0.032828
Epoch 1418
Validation prc-auc = 0.031934
Epoch 1419
Loss = 6.2369e-02, PNorm = 86.1602, GNorm = 0.1658, lr_0 = 9.2939e-04
Loss = 4.4902e-06, PNorm = 86.1742, GNorm = 0.0002, lr_0 = 9.2938e-04
Validation prc-auc = 0.027965
Epoch 1420
Validation prc-auc = 0.027027
Epoch 1421
Validation prc-auc = 0.026203
Epoch 1422
Validation prc-auc = 0.026203
Epoch 1423
Validation prc-auc = 0.025700
Epoch 1424
Loss = 3.4698e-02, PNorm = 86.3313, GNorm = 1.1324, lr_0 = 9.2914e-04
Validation prc-auc = 0.026427
Epoch 1425
Validation prc-auc = 0.026385
Epoch 1426
Validation prc-auc = 0.025921
Epoch 1427
Validation prc-auc = 0.025777
Epoch 1428
Validation prc-auc = 0.026160
Epoch 1429
Loss = 5.9251e-02, PNorm = 86.4078, GNorm = 1.2993, lr_0 = 9.2891e-04
Validation prc-auc = 0.025925
Epoch 1430
Validation prc-auc = 0.026210
Epoch 1431
Validation prc-auc = 0.026491
Epoch 1432
Validation prc-auc = 0.025437
Epoch 1433
Loss = 1.3100e-02, PNorm = 86.4552, GNorm = 0.4310, lr_0 = 9.2868e-04
Validation prc-auc = 0.025014
Epoch 1434
Validation prc-auc = 0.025517
Epoch 1435
Validation prc-auc = 0.025445
Epoch 1436
Validation prc-auc = 0.026250
Epoch 1437
Validation prc-auc = 0.026044
Epoch 1438
Loss = 9.1020e-03, PNorm = 86.5097, GNorm = 0.4712, lr_0 = 9.2845e-04
Loss = 1.7460e-03, PNorm = 86.5126, GNorm = 0.1243, lr_0 = 9.2844e-04
Validation prc-auc = 0.026457
Epoch 1439
Validation prc-auc = 0.026593
Epoch 1440
Validation prc-auc = 0.028240
Epoch 1441
Validation prc-auc = 0.028159
Epoch 1442
Validation prc-auc = 0.028113
Epoch 1443
Loss = 6.0307e-04, PNorm = 86.5435, GNorm = 0.0130, lr_0 = 9.2822e-04
Validation prc-auc = 0.027460
Epoch 1444
Validation prc-auc = 0.027706
Epoch 1445
Validation prc-auc = 0.027973
Epoch 1446
Validation prc-auc = 0.028033
Epoch 1447
Validation prc-auc = 0.028235
Epoch 1448
Loss = 2.4788e-03, PNorm = 86.5700, GNorm = 0.1337, lr_0 = 9.2798e-04
Validation prc-auc = 0.028351
Epoch 1449
Validation prc-auc = 0.028767
Epoch 1450
Validation prc-auc = 0.029559
Epoch 1451
Validation prc-auc = 0.029626
Epoch 1452
Loss = 2.7368e-03, PNorm = 86.5815, GNorm = 0.1073, lr_0 = 9.2776e-04
Loss = 4.9512e-03, PNorm = 86.5821, GNorm = 0.2555, lr_0 = 9.2775e-04
Validation prc-auc = 0.029647
Epoch 1453
Validation prc-auc = 0.029644
Epoch 1454
Validation prc-auc = 0.029665
Epoch 1455
Validation prc-auc = 0.029659
Epoch 1456
Validation prc-auc = 0.029622
Epoch 1457
Loss = 2.7249e-03, PNorm = 86.5900, GNorm = 0.1302, lr_0 = 9.2752e-04
Loss = 2.0863e-04, PNorm = 86.5905, GNorm = 0.0092, lr_0 = 9.2750e-04
Validation prc-auc = 0.029556
Epoch 1458
Validation prc-auc = 0.028785
Epoch 1459
Validation prc-auc = 0.027168
Epoch 1460
Validation prc-auc = 0.027444
Epoch 1461
Validation prc-auc = 0.026455
Epoch 1462
Loss = 2.5819e-03, PNorm = 86.6067, GNorm = 0.0843, lr_0 = 9.2729e-04
Validation prc-auc = 0.025918
Epoch 1463
Validation prc-auc = 0.024746
Epoch 1464
Validation prc-auc = 0.025107
Epoch 1465
Validation prc-auc = 0.027105
Epoch 1466
Loss = 3.6696e-02, PNorm = 86.7114, GNorm = 0.2080, lr_0 = 9.2706e-04
Validation prc-auc = 0.030530
Epoch 1467
Validation prc-auc = 0.032177
Epoch 1468
Validation prc-auc = 0.035312
Epoch 1469
Validation prc-auc = 0.036623
Epoch 1470
Validation prc-auc = 0.038497
Epoch 1471
Loss = 3.9147e-03, PNorm = 86.8448, GNorm = 0.2143, lr_0 = 9.2683e-04
Loss = 5.1247e-04, PNorm = 86.8523, GNorm = 0.0235, lr_0 = 9.2681e-04
Validation prc-auc = 0.039794
Epoch 1472
Validation prc-auc = 0.039714
Epoch 1473
Validation prc-auc = 0.040960
Epoch 1474
Validation prc-auc = 0.041723
Epoch 1475
Validation prc-auc = 0.041180
Epoch 1476
Loss = 2.4706e-02, PNorm = 86.9299, GNorm = 0.5126, lr_0 = 9.2660e-04
Validation prc-auc = 0.041676
Epoch 1477
Validation prc-auc = 0.042828
Epoch 1478
Validation prc-auc = 0.041614
Epoch 1479
Validation prc-auc = 0.041534
Epoch 1480
Validation prc-auc = 0.039645
Epoch 1481
Loss = 4.1144e-04, PNorm = 86.9774, GNorm = 0.0123, lr_0 = 9.2635e-04
Validation prc-auc = 0.039149
Epoch 1482
Validation prc-auc = 0.037964
Epoch 1483
Validation prc-auc = 0.036758
Epoch 1484
Validation prc-auc = 0.036388
Epoch 1485
Loss = 2.0027e-03, PNorm = 87.0043, GNorm = 0.0505, lr_0 = 9.2614e-04
Loss = 4.7839e-05, PNorm = 87.0060, GNorm = 0.0047, lr_0 = 9.2612e-04
Validation prc-auc = 0.035731
Epoch 1486
Validation prc-auc = 0.035094
Epoch 1487
Validation prc-auc = 0.035206
Epoch 1488
Validation prc-auc = 0.035583
Epoch 1489
Validation prc-auc = 0.035419
Epoch 1490
Loss = 1.4952e-02, PNorm = 87.0423, GNorm = 0.3983, lr_0 = 9.2589e-04
Loss = 1.8795e-05, PNorm = 87.0459, GNorm = 0.0010, lr_0 = 9.2587e-04
Validation prc-auc = 0.035178
Epoch 1491
Validation prc-auc = 0.035488
Epoch 1492
Validation prc-auc = 0.035160
Epoch 1493
Validation prc-auc = 0.034935
Epoch 1494
Validation prc-auc = 0.031294
Epoch 1495
Loss = 2.6825e-02, PNorm = 87.1281, GNorm = 0.8625, lr_0 = 9.2566e-04
Validation prc-auc = 0.028516
Epoch 1496
Validation prc-auc = 0.027150
Epoch 1497
Validation prc-auc = 0.026085
Epoch 1498
Validation prc-auc = 0.025558
Epoch 1499
Loss = 5.9312e-01, PNorm = 87.3352, GNorm = 0.0618, lr_0 = 9.2543e-04
Validation prc-auc = 0.028021
Epoch 1500
Validation prc-auc = 0.027881
Epoch 1501
Validation prc-auc = 0.027835
Epoch 1502
Validation prc-auc = 0.027118
Epoch 1503
Validation prc-auc = 0.026502
Epoch 1504
Loss = 5.4440e-02, PNorm = 87.5831, GNorm = 0.2094, lr_0 = 9.2520e-04
Loss = 9.0630e-04, PNorm = 87.5972, GNorm = 0.0642, lr_0 = 9.2518e-04
Validation prc-auc = 0.026408
Epoch 1505
Validation prc-auc = 0.027885
Epoch 1506
Validation prc-auc = 0.029061
Epoch 1507
Validation prc-auc = 0.030438
Epoch 1508
Validation prc-auc = 0.031747
Epoch 1509
Loss = 8.1385e-03, PNorm = 87.7633, GNorm = 0.3657, lr_0 = 9.2497e-04
Validation prc-auc = 0.032596
Epoch 1510
Validation prc-auc = 0.033705
Epoch 1511
Validation prc-auc = 0.033816
Epoch 1512
Validation prc-auc = 0.034156
Epoch 1513
Validation prc-auc = 0.031752
Epoch 1514
Loss = 1.7620e-03, PNorm = 87.9208, GNorm = 0.0582, lr_0 = 9.2472e-04
Validation prc-auc = 0.029392
Epoch 1515
Validation prc-auc = 0.028093
Epoch 1516
Validation prc-auc = 0.026930
Epoch 1517
Validation prc-auc = 0.025978
Epoch 1518
Loss = 1.1930e-02, PNorm = 88.0570, GNorm = 0.6820, lr_0 = 9.2451e-04
Loss = 4.2728e-03, PNorm = 88.0647, GNorm = 0.1842, lr_0 = 9.2449e-04
Validation prc-auc = 0.025619
Epoch 1519
Validation prc-auc = 0.025420
Epoch 1520
Validation prc-auc = 0.025448
Epoch 1521
Validation prc-auc = 0.025630
Epoch 1522
Validation prc-auc = 0.025477
Epoch 1523
Loss = 5.4668e-03, PNorm = 88.1376, GNorm = 0.0870, lr_0 = 9.2427e-04
Loss = 8.2852e-05, PNorm = 88.1412, GNorm = 0.0034, lr_0 = 9.2425e-04
Validation prc-auc = 0.025490
Epoch 1524
Validation prc-auc = 0.025679
Epoch 1525
Validation prc-auc = 0.025666
Epoch 1526
Validation prc-auc = 0.025135
Epoch 1527
Validation prc-auc = 0.024903
Epoch 1528
Loss = 1.4482e-03, PNorm = 88.1759, GNorm = 0.0577, lr_0 = 9.2404e-04
Validation prc-auc = 0.024689
Epoch 1529
Validation prc-auc = 0.024617
Epoch 1530
Validation prc-auc = 0.024767
Epoch 1531
Validation prc-auc = 0.024891
Epoch 1532
Validation prc-auc = 0.024587
Epoch 1533
Loss = 1.1053e-03, PNorm = 88.2098, GNorm = 0.0222, lr_0 = 9.2379e-04
Validation prc-auc = 0.023240
Epoch 1534
Validation prc-auc = 0.022284
Epoch 1535
Validation prc-auc = 0.022213
Epoch 1536
Validation prc-auc = 0.022494
Epoch 1537
Loss = 2.7760e-02, PNorm = 88.3975, GNorm = 0.5763, lr_0 = 9.2358e-04
Loss = 4.9289e-02, PNorm = 88.4140, GNorm = 1.8472, lr_0 = 9.2356e-04
Validation prc-auc = 0.024306
Epoch 1538
Validation prc-auc = 0.025267
Epoch 1539
Validation prc-auc = 0.025607
Epoch 1540
Validation prc-auc = 0.025323
Epoch 1541
Validation prc-auc = 0.025422
Epoch 1542
Loss = 5.9001e-04, PNorm = 88.5729, GNorm = 0.0217, lr_0 = 9.2335e-04
Validation prc-auc = 0.025768
Epoch 1543
Validation prc-auc = 0.025866
Epoch 1544
Validation prc-auc = 0.025641
Epoch 1545
Validation prc-auc = 0.025719
Epoch 1546
Validation prc-auc = 0.025510
Epoch 1547
Loss = 1.5004e-02, PNorm = 88.6707, GNorm = 0.6132, lr_0 = 9.2310e-04
Validation prc-auc = 0.025080
Epoch 1548
Validation prc-auc = 0.024703
Epoch 1549
Validation prc-auc = 0.024320
Epoch 1550
Validation prc-auc = 0.024254
Epoch 1551
Loss = 8.6553e-02, PNorm = 88.7198, GNorm = 0.0880, lr_0 = 9.2289e-04
Loss = 3.3319e-04, PNorm = 88.7221, GNorm = 0.0153, lr_0 = 9.2287e-04
Validation prc-auc = 0.023948
Epoch 1552
Validation prc-auc = 0.023656
Epoch 1553
Validation prc-auc = 0.023387
Epoch 1554
Validation prc-auc = 0.023069
Epoch 1555
Validation prc-auc = 0.022878
Epoch 1556
Loss = 5.8335e-02, PNorm = 88.7536, GNorm = 4.9754, lr_0 = 9.2264e-04
Loss = 1.9416e-03, PNorm = 88.7566, GNorm = 0.0836, lr_0 = 9.2263e-04
Validation prc-auc = 0.024225
Epoch 1557
Validation prc-auc = 0.024769
Epoch 1558
Validation prc-auc = 0.025151
Epoch 1559
Validation prc-auc = 0.025600
Epoch 1560
Validation prc-auc = 0.025721
Epoch 1561
Loss = 3.0649e-02, PNorm = 88.8102, GNorm = 0.7315, lr_0 = 9.2242e-04
Validation prc-auc = 0.025584
Epoch 1562
Validation prc-auc = 0.025332
Epoch 1563
Validation prc-auc = 0.025431
Epoch 1564
Validation prc-auc = 0.025535
Epoch 1565
Validation prc-auc = 0.025696
Epoch 1566
Loss = 9.6528e-03, PNorm = 88.8460, GNorm = 0.3832, lr_0 = 9.2217e-04
Validation prc-auc = 0.025867
Epoch 1567
Validation prc-auc = 0.026097
Epoch 1568
Validation prc-auc = 0.026139
Epoch 1569
Validation prc-auc = 0.026176
Epoch 1570
Loss = 4.1314e-02, PNorm = 88.8604, GNorm = 0.0170, lr_0 = 9.2196e-04
Loss = 3.5305e-04, PNorm = 88.8615, GNorm = 0.0220, lr_0 = 9.2194e-04
Validation prc-auc = 0.026520
Epoch 1571
Validation prc-auc = 0.026473
Epoch 1572
Validation prc-auc = 0.026719
Epoch 1573
Validation prc-auc = 0.026757
Epoch 1574
Validation prc-auc = 0.026780
Epoch 1575
Loss = 3.9222e-03, PNorm = 88.8800, GNorm = 0.1270, lr_0 = 9.2173e-04
Validation prc-auc = 0.027046
Epoch 1576
Validation prc-auc = 0.027011
Epoch 1577
Validation prc-auc = 0.026751
Epoch 1578
Validation prc-auc = 0.026528
Epoch 1579
Validation prc-auc = 0.026526
Epoch 1580
Loss = 4.7479e-04, PNorm = 88.9008, GNorm = 0.0146, lr_0 = 9.2148e-04
Validation prc-auc = 0.026372
Epoch 1581
Validation prc-auc = 0.026515
Epoch 1582
Validation prc-auc = 0.026547
Epoch 1583
Validation prc-auc = 0.026727
Epoch 1584
Loss = 5.6640e-03, PNorm = 88.9241, GNorm = 0.0820, lr_0 = 9.2127e-04
Loss = 1.3493e-04, PNorm = 88.9264, GNorm = 0.0064, lr_0 = 9.2125e-04
Validation prc-auc = 0.027013
Epoch 1585
Validation prc-auc = 0.026930
Epoch 1586
Validation prc-auc = 0.026715
Epoch 1587
Validation prc-auc = 0.026647
Epoch 1588
Validation prc-auc = 0.026693
Epoch 1589
Loss = 2.4257e-02, PNorm = 88.9489, GNorm = 0.0506, lr_0 = 9.2103e-04
Loss = 1.6510e-05, PNorm = 88.9502, GNorm = 0.0006, lr_0 = 9.2101e-04
Validation prc-auc = 0.027061
Epoch 1590
Validation prc-auc = 0.027425
Epoch 1591
Validation prc-auc = 0.027536
Epoch 1592
Validation prc-auc = 0.027541
Epoch 1593
Validation prc-auc = 0.027680
Epoch 1594
Loss = 4.7987e-03, PNorm = 88.9713, GNorm = 0.2213, lr_0 = 9.2080e-04
Validation prc-auc = 0.027552
Epoch 1595
Validation prc-auc = 0.027308
Epoch 1596
Validation prc-auc = 0.027129
Epoch 1597
Validation prc-auc = 0.026817
Epoch 1598
Validation prc-auc = 0.026465
Epoch 1599
Loss = 8.5032e-04, PNorm = 88.9932, GNorm = 0.0247, lr_0 = 9.2055e-04
Validation prc-auc = 0.026138
Epoch 1600
Validation prc-auc = 0.025797
Epoch 1601
Validation prc-auc = 0.025445
Epoch 1602
Validation prc-auc = 0.025161
Epoch 1603
Loss = 2.2843e-03, PNorm = 89.0099, GNorm = 0.1674, lr_0 = 9.2034e-04
Loss = 1.2600e-04, PNorm = 89.0109, GNorm = 0.0057, lr_0 = 9.2032e-04
Validation prc-auc = 0.024905
Epoch 1604
Validation prc-auc = 0.024722
Epoch 1605
Validation prc-auc = 0.024688
Epoch 1606
Validation prc-auc = 0.024643
Epoch 1607
Validation prc-auc = 0.024577
Epoch 1608
Loss = 2.1974e-03, PNorm = 89.0234, GNorm = 0.0193, lr_0 = 9.2010e-04
Validation prc-auc = 0.024541
Epoch 1609
Validation prc-auc = 0.024523
Epoch 1610
Validation prc-auc = 0.024472
Epoch 1611
Validation prc-auc = 0.024452
Epoch 1612
Validation prc-auc = 0.024434
Epoch 1613
Loss = 2.5561e-02, PNorm = 89.0328, GNorm = 0.8250, lr_0 = 9.1987e-04
Validation prc-auc = 0.024300
Epoch 1614
Validation prc-auc = 0.024259
Epoch 1615
Validation prc-auc = 0.024159
Epoch 1616
Validation prc-auc = 0.024148
Epoch 1617
Loss = 5.5479e-02, PNorm = 89.0461, GNorm = 2.5673, lr_0 = 9.1966e-04
Loss = 4.6491e-06, PNorm = 89.0472, GNorm = 0.0002, lr_0 = 9.1964e-04
Validation prc-auc = 0.024356
Epoch 1618
Validation prc-auc = 0.024509
Epoch 1619
Validation prc-auc = 0.024638
Epoch 1620
Validation prc-auc = 0.024763
Epoch 1621
Validation prc-auc = 0.024666
Epoch 1622
Loss = 5.4513e-03, PNorm = 89.0734, GNorm = 0.4254, lr_0 = 9.1941e-04
Loss = 2.2595e-04, PNorm = 89.0751, GNorm = 0.0110, lr_0 = 9.1939e-04
Validation prc-auc = 0.024694
Epoch 1623
Validation prc-auc = 0.024703
Epoch 1624
Validation prc-auc = 0.024247
Epoch 1625
Validation prc-auc = 0.024106
Epoch 1626
Validation prc-auc = 0.024002
Epoch 1627
Loss = 8.6574e-05, PNorm = 89.1033, GNorm = 0.0040, lr_0 = 9.1918e-04
Validation prc-auc = 0.024312
Epoch 1628
Validation prc-auc = 0.024651
Epoch 1629
Validation prc-auc = 0.025051
Epoch 1630
Validation prc-auc = 0.025268
Epoch 1631
Validation prc-auc = 0.025423
Epoch 1632
Loss = 4.0026e-03, PNorm = 89.1677, GNorm = 0.1803, lr_0 = 9.1894e-04
Validation prc-auc = 0.025769
Epoch 1633
Validation prc-auc = 0.025784
Epoch 1634
Validation prc-auc = 0.025792
Epoch 1635
Validation prc-auc = 0.025878
Epoch 1636
Loss = 2.2808e-03, PNorm = 89.2150, GNorm = 0.0399, lr_0 = 9.1873e-04
Loss = 5.3285e-03, PNorm = 89.2195, GNorm = 0.3475, lr_0 = 9.1871e-04
Validation prc-auc = 0.026102
Epoch 1637
Validation prc-auc = 0.026319
Epoch 1638
Validation prc-auc = 0.026178
Epoch 1639
Validation prc-auc = 0.026242
Epoch 1640
Validation prc-auc = 0.026128
Epoch 1641
Loss = 1.3326e-02, PNorm = 89.2709, GNorm = 1.4755, lr_0 = 9.1848e-04
Validation prc-auc = 0.025772
Epoch 1642
Validation prc-auc = 0.025270
Epoch 1643
Validation prc-auc = 0.025073
Epoch 1644
Validation prc-auc = 0.025221
Epoch 1645
Validation prc-auc = 0.025325
Epoch 1646
Loss = 9.4155e-04, PNorm = 89.3044, GNorm = 0.0239, lr_0 = 9.1825e-04
Validation prc-auc = 0.025506
Epoch 1647
Validation prc-auc = 0.025696
Epoch 1648
Validation prc-auc = 0.025997
Epoch 1649
Validation prc-auc = 0.026293
Epoch 1650
Loss = 2.8470e-02, PNorm = 89.3304, GNorm = 3.2150, lr_0 = 9.1804e-04
Loss = 5.0088e-04, PNorm = 89.3327, GNorm = 0.0202, lr_0 = 9.1803e-04
Validation prc-auc = 0.026515
Epoch 1651
Validation prc-auc = 0.026775
Epoch 1652
Validation prc-auc = 0.026689
Epoch 1653
Validation prc-auc = 0.026859
Epoch 1654
Validation prc-auc = 0.027261
Epoch 1655
Loss = 5.6934e-04, PNorm = 89.3828, GNorm = 0.0117, lr_0 = 9.1780e-04
Loss = 2.1556e-05, PNorm = 89.3907, GNorm = 0.0011, lr_0 = 9.1778e-04
Validation prc-auc = 0.028740
Epoch 1656
Validation prc-auc = 0.030467
Epoch 1657
Validation prc-auc = 0.031570
Epoch 1658
Validation prc-auc = 0.030216
Epoch 1659
Validation prc-auc = 0.029801
Epoch 1660
Loss = 3.5897e-02, PNorm = 89.5052, GNorm = 1.5229, lr_0 = 9.1757e-04
Validation prc-auc = 0.030139
Epoch 1661
Validation prc-auc = 0.030661
Epoch 1662
Validation prc-auc = 0.030650
Epoch 1663
Validation prc-auc = 0.030901
Epoch 1664
Validation prc-auc = 0.030951
Epoch 1665
Loss = 2.0767e-03, PNorm = 89.6350, GNorm = 0.1394, lr_0 = 9.1733e-04
Validation prc-auc = 0.030790
Epoch 1666
Validation prc-auc = 0.029686
Epoch 1667
Validation prc-auc = 0.029019
Epoch 1668
Validation prc-auc = 0.028949
Epoch 1669
Loss = 1.0692e-02, PNorm = 89.6983, GNorm = 0.0170, lr_0 = 9.1712e-04
Loss = 8.1092e-04, PNorm = 89.7017, GNorm = 0.0705, lr_0 = 9.1710e-04
Validation prc-auc = 0.029154
Epoch 1670
Validation prc-auc = 0.028937
Epoch 1671
Validation prc-auc = 0.028332
Epoch 1672
Validation prc-auc = 0.027691
Epoch 1673
Validation prc-auc = 0.027655
Epoch 1674
Loss = 3.4326e-03, PNorm = 89.7449, GNorm = 0.0340, lr_0 = 9.1687e-04
Validation prc-auc = 0.027253
Epoch 1675
Validation prc-auc = 0.027638
Epoch 1676
Validation prc-auc = 0.027861
Epoch 1677
Validation prc-auc = 0.027753
Epoch 1678
Validation prc-auc = 0.028086
Epoch 1679
Loss = 6.1007e-03, PNorm = 89.7692, GNorm = 0.1500, lr_0 = 9.1664e-04
Validation prc-auc = 0.028404
Epoch 1680
Validation prc-auc = 0.028805
Epoch 1681
Validation prc-auc = 0.029173
Epoch 1682
Validation prc-auc = 0.028592
Epoch 1683
Loss = 1.5623e-03, PNorm = 89.8077, GNorm = 0.0114, lr_0 = 9.1642e-04
Validation prc-auc = 0.027986
Epoch 1684
Validation prc-auc = 0.027615
Epoch 1685
Validation prc-auc = 0.027511
Epoch 1686
Validation prc-auc = 0.027181
Epoch 1687
Validation prc-auc = 0.027326
Epoch 1688
Loss = 2.1362e-01, PNorm = 89.9027, GNorm = 3.9840, lr_0 = 9.1619e-04
Loss = 1.8210e-02, PNorm = 89.9250, GNorm = 0.7459, lr_0 = 9.1617e-04
Validation prc-auc = 0.026691
Epoch 1689
Validation prc-auc = 0.026043
Epoch 1690
Validation prc-auc = 0.027049
Epoch 1691
Validation prc-auc = 0.027060
Epoch 1692
Validation prc-auc = 0.027068
Epoch 1693
Loss = 3.5195e-02, PNorm = 90.2756, GNorm = 0.8298, lr_0 = 9.1596e-04
Validation prc-auc = 0.026709
Epoch 1694
Validation prc-auc = 0.026310
Epoch 1695
Validation prc-auc = 0.025871
Epoch 1696
Validation prc-auc = 0.024683
Epoch 1697
Validation prc-auc = 0.023922
Epoch 1698
Loss = 1.6096e-01, PNorm = 90.6190, GNorm = 1.5275, lr_0 = 9.1572e-04
Validation prc-auc = 0.023075
Epoch 1699
Validation prc-auc = 0.024596
Epoch 1700
Validation prc-auc = 0.027288
Epoch 1701
Validation prc-auc = 0.029636
Epoch 1702
Loss = 7.8900e-02, PNorm = 90.8741, GNorm = 1.5619, lr_0 = 9.1551e-04
Loss = 3.3599e-03, PNorm = 90.8943, GNorm = 0.1541, lr_0 = 9.1549e-04
Validation prc-auc = 0.030869
Epoch 1703
Validation prc-auc = 0.030917
Epoch 1704
Validation prc-auc = 0.030796
Epoch 1705
Validation prc-auc = 0.030633
Epoch 1706
Validation prc-auc = 0.030575
Epoch 1707
Loss = 6.5778e-03, PNorm = 91.0857, GNorm = 0.2787, lr_0 = 9.1526e-04
Loss = 4.3633e-02, PNorm = 91.0936, GNorm = 3.3068, lr_0 = 9.1525e-04
Validation prc-auc = 0.030514
Epoch 1708
Validation prc-auc = 0.030422
Epoch 1709
Validation prc-auc = 0.030461
Epoch 1710
Validation prc-auc = 0.029349
Epoch 1711
Validation prc-auc = 0.028811
Epoch 1712
Loss = 6.9285e-03, PNorm = 91.1892, GNorm = 0.1653, lr_0 = 9.1504e-04
Validation prc-auc = 0.028707
Epoch 1713
Validation prc-auc = 0.028863
Epoch 1714
Validation prc-auc = 0.029307
Epoch 1715
Validation prc-auc = 0.029092
Epoch 1716
Loss = 1.0679e-02, PNorm = 91.2586, GNorm = 0.0749, lr_0 = 9.1481e-04
Validation prc-auc = 0.028789
Epoch 1717
Validation prc-auc = 0.028088
Epoch 1718
Validation prc-auc = 0.028119
Epoch 1719
Validation prc-auc = 0.028236
Epoch 1720
Validation prc-auc = 0.029877
Epoch 1721
Loss = 3.8451e-03, PNorm = 91.3397, GNorm = 0.1144, lr_0 = 9.1458e-04
Loss = 8.7778e-05, PNorm = 91.3461, GNorm = 0.0032, lr_0 = 9.1457e-04
Validation prc-auc = 0.030322
Epoch 1722
Validation prc-auc = 0.030858
Epoch 1723
Validation prc-auc = 0.031296
Epoch 1724
Validation prc-auc = 0.031783
Epoch 1725
Validation prc-auc = 0.031959
Epoch 1726
Loss = 9.4577e-03, PNorm = 91.4063, GNorm = 0.3154, lr_0 = 9.1436e-04
Validation prc-auc = 0.032209
Epoch 1727
Validation prc-auc = 0.031644
Epoch 1728
Validation prc-auc = 0.030032
Epoch 1729
Validation prc-auc = 0.029058
Epoch 1730
Validation prc-auc = 0.026324
Epoch 1731
Loss = 5.6134e-01, PNorm = 91.5792, GNorm = 4.1077, lr_0 = 9.1411e-04
Validation prc-auc = 0.028528
Epoch 1732
Validation prc-auc = 0.028081
Epoch 1733
Validation prc-auc = 0.033171
Epoch 1734
Validation prc-auc = 0.034485
Epoch 1735
Loss = 3.2294e-02, PNorm = 92.1048, GNorm = 1.0265, lr_0 = 9.1390e-04
Loss = 3.5666e-03, PNorm = 92.1445, GNorm = 0.1525, lr_0 = 9.1389e-04
Validation prc-auc = 0.036223
Epoch 1736
Validation prc-auc = 0.037025
Epoch 1737
Validation prc-auc = 0.039671
Epoch 1738
Validation prc-auc = 0.034495
Epoch 1739
Validation prc-auc = 0.029545
Epoch 1740
Loss = 1.6415e-01, PNorm = 92.5466, GNorm = 2.2029, lr_0 = 9.1366e-04
Loss = 1.3322e-04, PNorm = 92.5716, GNorm = 0.0056, lr_0 = 9.1364e-04
Validation prc-auc = 0.027423
Epoch 1741
Validation prc-auc = 0.024528
Epoch 1742
Validation prc-auc = 0.023497
Epoch 1743
Validation prc-auc = 0.023594
Epoch 1744
Validation prc-auc = 0.023581
Epoch 1745
Loss = 2.3929e-02, PNorm = 92.8074, GNorm = 0.4408, lr_0 = 9.1343e-04
Validation prc-auc = 0.024371
Epoch 1746
Validation prc-auc = 0.026197
Epoch 1747
Validation prc-auc = 0.027079
Epoch 1748
Validation prc-auc = 0.027602
Epoch 1749
Loss = 2.3101e-02, PNorm = 93.0105, GNorm = 1.5006, lr_0 = 9.1320e-04
Validation prc-auc = 0.027435
Epoch 1750
Validation prc-auc = 0.027660
Epoch 1751
Validation prc-auc = 0.029510
Epoch 1752
Validation prc-auc = 0.030770
Epoch 1753
Validation prc-auc = 0.031074
Epoch 1754
Loss = 1.1447e-02, PNorm = 93.1215, GNorm = 0.2253, lr_0 = 9.1298e-04
Loss = 1.8151e-03, PNorm = 93.1273, GNorm = 0.0860, lr_0 = 9.1296e-04
Validation prc-auc = 0.031081
Epoch 1755
Validation prc-auc = 0.031435
Epoch 1756
Validation prc-auc = 0.031469
Epoch 1757
Validation prc-auc = 0.031331
Epoch 1758
Validation prc-auc = 0.031568
Epoch 1759
Loss = 1.0915e-03, PNorm = 93.1810, GNorm = 0.0300, lr_0 = 9.1275e-04
Validation prc-auc = 0.032433
Epoch 1760
Validation prc-auc = 0.032773
Epoch 1761
Validation prc-auc = 0.032795
Epoch 1762
Validation prc-auc = 0.032474
Epoch 1763
Validation prc-auc = 0.031946
Epoch 1764
Loss = 8.6858e-04, PNorm = 93.2537, GNorm = 0.0279, lr_0 = 9.1251e-04
Validation prc-auc = 0.031524
Epoch 1765
Validation prc-auc = 0.031040
Epoch 1766
Validation prc-auc = 0.030450
Epoch 1767
Validation prc-auc = 0.030151
Epoch 1768
Loss = 3.6885e-03, PNorm = 93.2912, GNorm = 0.0738, lr_0 = 9.1230e-04
Loss = 7.1141e-03, PNorm = 93.2935, GNorm = 0.5268, lr_0 = 9.1228e-04
Validation prc-auc = 0.030151
Epoch 1769
Validation prc-auc = 0.030559
Epoch 1770
Validation prc-auc = 0.030465
Epoch 1771
Validation prc-auc = 0.030803
Epoch 1772
Validation prc-auc = 0.031235
Epoch 1773
Loss = 8.6686e-02, PNorm = 93.3189, GNorm = 2.0116, lr_0 = 9.1206e-04
Loss = 2.9637e-02, PNorm = 93.3203, GNorm = 1.3713, lr_0 = 9.1204e-04
Validation prc-auc = 0.031046
Epoch 1774
Validation prc-auc = 0.030381
Epoch 1775
Validation prc-auc = 0.029670
Epoch 1776
Validation prc-auc = 0.029380
Epoch 1777
Validation prc-auc = 0.028982
Epoch 1778
Loss = 2.6376e-03, PNorm = 93.3679, GNorm = 0.0973, lr_0 = 9.1183e-04
Validation prc-auc = 0.028520
Epoch 1779
Validation prc-auc = 0.027919
Epoch 1780
Validation prc-auc = 0.027067
Epoch 1781
Validation prc-auc = 0.026213
Epoch 1782
Validation prc-auc = 0.025887
Epoch 1783
Loss = 7.6353e-03, PNorm = 93.4219, GNorm = 0.3556, lr_0 = 9.1159e-04
Validation prc-auc = 0.025497
Epoch 1784
Validation prc-auc = 0.025485
Epoch 1785
Validation prc-auc = 0.024781
Epoch 1786
Validation prc-auc = 0.024326
Epoch 1787
Loss = 1.1826e-02, PNorm = 93.4539, GNorm = 0.8565, lr_0 = 9.1138e-04
Loss = 6.2047e-04, PNorm = 93.4562, GNorm = 0.0321, lr_0 = 9.1136e-04
Validation prc-auc = 0.024437
Epoch 1788
Validation prc-auc = 0.024612
Epoch 1789
Validation prc-auc = 0.024979
Epoch 1790
Validation prc-auc = 0.025537
Epoch 1791
Validation prc-auc = 0.026092
Epoch 1792
Loss = 4.1963e-03, PNorm = 93.4803, GNorm = 0.3403, lr_0 = 9.1115e-04
Validation prc-auc = 0.026789
Epoch 1793
Validation prc-auc = 0.027359
Epoch 1794
Validation prc-auc = 0.028103
Epoch 1795
Validation prc-auc = 0.028085
Epoch 1796
Validation prc-auc = 0.028680
Epoch 1797
Loss = 1.0049e-01, PNorm = 93.5236, GNorm = 1.5630, lr_0 = 9.1091e-04
Validation prc-auc = 0.028004
Epoch 1798
Validation prc-auc = 0.027468
Epoch 1799
Validation prc-auc = 0.027238
Epoch 1800
Validation prc-auc = 0.027256
Epoch 1801
Loss = 2.3087e-02, PNorm = 93.5622, GNorm = 0.0212, lr_0 = 9.1070e-04
Loss = 3.6756e-06, PNorm = 93.5646, GNorm = 0.0002, lr_0 = 9.1068e-04
Validation prc-auc = 0.027694
Epoch 1802
Validation prc-auc = 0.028324
Epoch 1803
Validation prc-auc = 0.028892
Epoch 1804
Validation prc-auc = 0.030945
Epoch 1805
Validation prc-auc = 0.032814
Epoch 1806
Loss = 2.1763e-02, PNorm = 93.7323, GNorm = 1.4595, lr_0 = 9.1046e-04
Loss = 2.0994e-01, PNorm = 93.7490, GNorm = 6.3351, lr_0 = 9.1044e-04
Validation prc-auc = 0.035127
Epoch 1807
Validation prc-auc = 0.035634
Epoch 1808
Validation prc-auc = 0.034365
Epoch 1809
Validation prc-auc = 0.033461
Epoch 1810
Validation prc-auc = 0.032058
Epoch 1811
Loss = 3.1479e-02, PNorm = 93.9272, GNorm = 1.1822, lr_0 = 9.1023e-04
Validation prc-auc = 0.030631
Epoch 1812
Validation prc-auc = 0.028437
Epoch 1813
Validation prc-auc = 0.027335
Epoch 1814
Validation prc-auc = 0.025626
Epoch 1815
Validation prc-auc = 0.024549
Epoch 1816
Loss = 4.5958e-02, PNorm = 94.0714, GNorm = 1.2774, lr_0 = 9.0999e-04
Validation prc-auc = 0.024411
Epoch 1817
Validation prc-auc = 0.024495
Epoch 1818
Validation prc-auc = 0.025691
Epoch 1819
Validation prc-auc = 0.026377
Epoch 1820
Loss = 4.6278e-03, PNorm = 94.1849, GNorm = 0.2626, lr_0 = 9.0978e-04
Loss = 7.6919e-03, PNorm = 94.1911, GNorm = 0.3044, lr_0 = 9.0976e-04
Validation prc-auc = 0.026951
Epoch 1821
Validation prc-auc = 0.027342
Epoch 1822
Validation prc-auc = 0.027736
Epoch 1823
Validation prc-auc = 0.027960
Epoch 1824
Validation prc-auc = 0.027999
Epoch 1825
Loss = 1.6458e-02, PNorm = 94.2368, GNorm = 0.5326, lr_0 = 9.0955e-04
Validation prc-auc = 0.028172
Epoch 1826
Validation prc-auc = 0.028165
Epoch 1827
Validation prc-auc = 0.027805
Epoch 1828
Validation prc-auc = 0.027807
Epoch 1829
Validation prc-auc = 0.028053
Epoch 1830
Loss = 6.8443e-03, PNorm = 94.2625, GNorm = 0.2361, lr_0 = 9.0931e-04
Validation prc-auc = 0.028127
Epoch 1831
Validation prc-auc = 0.028273
Epoch 1832
Validation prc-auc = 0.028014
Epoch 1833
Validation prc-auc = 0.027943
Epoch 1834
Loss = 2.4965e-03, PNorm = 94.3090, GNorm = 0.0909, lr_0 = 9.0910e-04
Loss = 9.8055e-03, PNorm = 94.3132, GNorm = 0.8742, lr_0 = 9.0909e-04
Validation prc-auc = 0.027806
Epoch 1835
Validation prc-auc = 0.028178
Epoch 1836
Validation prc-auc = 0.028612
Epoch 1837
Validation prc-auc = 0.028705
Epoch 1838
Validation prc-auc = 0.029161
Epoch 1839
Loss = 5.0139e-02, PNorm = 94.3622, GNorm = 0.8927, lr_0 = 9.0886e-04
Loss = 1.2199e-02, PNorm = 94.3659, GNorm = 0.7187, lr_0 = 9.0884e-04
Validation prc-auc = 0.028632
Epoch 1840
Validation prc-auc = 0.028120
Epoch 1841
Validation prc-auc = 0.027648
Epoch 1842
Validation prc-auc = 0.027148
Epoch 1843
Validation prc-auc = 0.026690
Epoch 1844
Loss = 8.6158e-04, PNorm = 94.4162, GNorm = 0.0230, lr_0 = 9.0863e-04
Validation prc-auc = 0.026603
Epoch 1845
Validation prc-auc = 0.026909
Epoch 1846
Validation prc-auc = 0.027524
Epoch 1847
Validation prc-auc = 0.027922
Epoch 1848
Validation prc-auc = 0.028746
Epoch 1849
Loss = 4.3513e-03, PNorm = 94.4784, GNorm = 0.1421, lr_0 = 9.0839e-04
Validation prc-auc = 0.029987
Epoch 1850
Validation prc-auc = 0.031225
Epoch 1851
Validation prc-auc = 0.031852
Epoch 1852
Validation prc-auc = 0.032385
Epoch 1853
Loss = 2.5147e-03, PNorm = 94.5367, GNorm = 0.0275, lr_0 = 9.0818e-04
Loss = 1.8850e-04, PNorm = 94.5400, GNorm = 0.0076, lr_0 = 9.0817e-04
Validation prc-auc = 0.032551
Epoch 1854
Validation prc-auc = 0.032350
Epoch 1855
Validation prc-auc = 0.031920
Epoch 1856
Validation prc-auc = 0.032120
Epoch 1857
Validation prc-auc = 0.031821
Epoch 1858
Loss = 3.1161e-03, PNorm = 94.5688, GNorm = 0.3147, lr_0 = 9.0794e-04
Validation prc-auc = 0.031823
Epoch 1859
Validation prc-auc = 0.030864
Epoch 1860
Validation prc-auc = 0.030383
Epoch 1861
Validation prc-auc = 0.029400
Epoch 1862
Validation prc-auc = 0.027919
Epoch 1863
Loss = 3.4513e-03, PNorm = 94.5848, GNorm = 0.1710, lr_0 = 9.0772e-04
Validation prc-auc = 0.027284
Epoch 1864
Validation prc-auc = 0.026618
Epoch 1865
Validation prc-auc = 0.026098
Epoch 1866
Validation prc-auc = 0.025821
Epoch 1867
Loss = 8.0473e-02, PNorm = 94.6263, GNorm = 3.6982, lr_0 = 9.0751e-04
Loss = 3.7641e-03, PNorm = 94.6295, GNorm = 0.2703, lr_0 = 9.0749e-04
Validation prc-auc = 0.026239
Epoch 1868
Validation prc-auc = 0.026818
Epoch 1869
Validation prc-auc = 0.026863
Epoch 1870
Validation prc-auc = 0.026630
Epoch 1871
Validation prc-auc = 0.025942
Epoch 1872
Loss = 1.3205e-02, PNorm = 94.6700, GNorm = 0.7670, lr_0 = 9.0727e-04
Loss = 5.4633e-05, PNorm = 94.6722, GNorm = 0.0028, lr_0 = 9.0725e-04
Validation prc-auc = 0.025673
Epoch 1873
Validation prc-auc = 0.026705
Epoch 1874
Validation prc-auc = 0.027720
Epoch 1875
Validation prc-auc = 0.028179
Epoch 1876
Validation prc-auc = 0.028418
Epoch 1877
Loss = 3.2487e-03, PNorm = 94.6980, GNorm = 0.1280, lr_0 = 9.0704e-04
Validation prc-auc = 0.029254
Epoch 1878
Validation prc-auc = 0.030576
Epoch 1879
Validation prc-auc = 0.031237
Epoch 1880
Validation prc-auc = 0.032370
Epoch 1881
Validation prc-auc = 0.033478
Epoch 1882
Loss = 4.4829e-03, PNorm = 94.7396, GNorm = 0.1413, lr_0 = 9.0680e-04
Validation prc-auc = 0.034266
Epoch 1883
Validation prc-auc = 0.034998
Epoch 1884
Validation prc-auc = 0.035394
Epoch 1885
Validation prc-auc = 0.035660
Epoch 1886
Loss = 1.5161e-03, PNorm = 94.7712, GNorm = 0.0199, lr_0 = 9.0659e-04
Loss = 2.2440e-04, PNorm = 94.7727, GNorm = 0.0112, lr_0 = 9.0657e-04
Validation prc-auc = 0.036099
Epoch 1887
Validation prc-auc = 0.036361
Epoch 1888
Validation prc-auc = 0.035509
Epoch 1889
Validation prc-auc = 0.034869
Epoch 1890
Validation prc-auc = 0.034583
Epoch 1891
Loss = 1.0207e-03, PNorm = 94.7890, GNorm = 0.0398, lr_0 = 9.0635e-04
Validation prc-auc = 0.033917
Epoch 1892
Validation prc-auc = 0.033312
Epoch 1893
Validation prc-auc = 0.033146
Epoch 1894
Validation prc-auc = 0.033140
Epoch 1895
Validation prc-auc = 0.033058
Epoch 1896
Loss = 4.6062e-04, PNorm = 94.8029, GNorm = 0.0193, lr_0 = 9.0612e-04
Validation prc-auc = 0.032997
Epoch 1897
Validation prc-auc = 0.032942
Epoch 1898
Validation prc-auc = 0.033138
Epoch 1899
Validation prc-auc = 0.033643
Epoch 1900
Loss = 3.4409e-04, PNorm = 94.8079, GNorm = 0.0302, lr_0 = 9.0592e-04
Loss = 6.6721e-03, PNorm = 94.8082, GNorm = 0.3635, lr_0 = 9.0590e-04
Validation prc-auc = 0.034035
Epoch 1901
Validation prc-auc = 0.034606
Epoch 1902
Validation prc-auc = 0.034651
Epoch 1903
Validation prc-auc = 0.034889
Epoch 1904
Validation prc-auc = 0.034906
Epoch 1905
Loss = 1.1921e-02, PNorm = 94.8244, GNorm = 0.7963, lr_0 = 9.0567e-04
Loss = 8.5242e-04, PNorm = 94.8262, GNorm = 0.0325, lr_0 = 9.0566e-04
Validation prc-auc = 0.034881
Epoch 1906
Validation prc-auc = 0.034673
Epoch 1907
Validation prc-auc = 0.034239
Epoch 1908
Validation prc-auc = 0.034698
Epoch 1909
Validation prc-auc = 0.036210
Epoch 1910
Loss = 2.8199e-02, PNorm = 94.8602, GNorm = 0.7421, lr_0 = 9.0545e-04
Validation prc-auc = 0.035418
Epoch 1911
Validation prc-auc = 0.034223
Epoch 1912
Validation prc-auc = 0.032332
Epoch 1913
Validation prc-auc = 0.031179
Epoch 1914
Validation prc-auc = 0.029903
Epoch 1915
Loss = 1.0587e-01, PNorm = 95.0156, GNorm = 2.0725, lr_0 = 9.0521e-04
Validation prc-auc = 0.029694
Epoch 1916
Validation prc-auc = 0.028266
Epoch 1917
Validation prc-auc = 0.026074
Epoch 1918
Validation prc-auc = 0.025653
Epoch 1919
Loss = 7.8924e-02, PNorm = 95.1621, GNorm = 0.8239, lr_0 = 9.0500e-04
Loss = 4.5375e-05, PNorm = 95.1723, GNorm = 0.0021, lr_0 = 9.0498e-04
Validation prc-auc = 0.025952
Epoch 1920
Validation prc-auc = 0.025483
Epoch 1921
Validation prc-auc = 0.025091
Epoch 1922
Validation prc-auc = 0.025075
Epoch 1923
Validation prc-auc = 0.025391
Epoch 1924
Loss = 8.2460e-03, PNorm = 95.2989, GNorm = 0.8073, lr_0 = 9.0476e-04
Validation prc-auc = 0.025538
Epoch 1925
Validation prc-auc = 0.025635
Epoch 1926
Validation prc-auc = 0.025688
Epoch 1927
Validation prc-auc = 0.025726
Epoch 1928
Validation prc-auc = 0.025838
Epoch 1929
Loss = 2.1793e-03, PNorm = 95.3594, GNorm = 0.0566, lr_0 = 9.0454e-04
Validation prc-auc = 0.025947
Epoch 1930
Validation prc-auc = 0.025876
Epoch 1931
Validation prc-auc = 0.025858
Epoch 1932
Validation prc-auc = 0.025735
Epoch 1933
Loss = 3.1274e-03, PNorm = 95.3848, GNorm = 0.0060, lr_0 = 9.0431e-04
Validation prc-auc = 0.025972
Epoch 1934
Validation prc-auc = 0.025690
Epoch 1935
Validation prc-auc = 0.026569
Epoch 1936
Validation prc-auc = 0.027415
Epoch 1937
Validation prc-auc = 0.027566
Epoch 1938
Loss = 3.1025e-03, PNorm = 95.4054, GNorm = 0.1080, lr_0 = 9.0409e-04
Loss = 1.6659e-03, PNorm = 95.4074, GNorm = 0.1283, lr_0 = 9.0407e-04
Validation prc-auc = 0.027648
Epoch 1939
Validation prc-auc = 0.027837
Epoch 1940
Validation prc-auc = 0.027648
Epoch 1941
Validation prc-auc = 0.028158
Epoch 1942
Validation prc-auc = 0.028304
Epoch 1943
Loss = 2.2905e-03, PNorm = 95.4286, GNorm = 0.0951, lr_0 = 9.0386e-04
Validation prc-auc = 0.028523
Epoch 1944
Validation prc-auc = 0.028673
Epoch 1945
Validation prc-auc = 0.028887
Epoch 1946
Validation prc-auc = 0.028828
Epoch 1947
Validation prc-auc = 0.029035
Epoch 1948
Loss = 1.6454e-03, PNorm = 95.4420, GNorm = 0.0888, lr_0 = 9.0362e-04
Validation prc-auc = 0.029199
Epoch 1949
Validation prc-auc = 0.029006
Epoch 1950
Validation prc-auc = 0.028910
Epoch 1951
Validation prc-auc = 0.029070
Epoch 1952
Loss = 2.0197e-04, PNorm = 95.4516, GNorm = 0.0035, lr_0 = 9.0341e-04
Loss = 4.1723e-06, PNorm = 95.4526, GNorm = 0.0002, lr_0 = 9.0340e-04
Validation prc-auc = 0.028892
Epoch 1953
Validation prc-auc = 0.028881
Epoch 1954
Validation prc-auc = 0.028449
Epoch 1955
Validation prc-auc = 0.027761
Epoch 1956
Validation prc-auc = 0.027315
Epoch 1957
Loss = 4.9859e-03, PNorm = 95.4743, GNorm = 0.0648, lr_0 = 9.0317e-04
Loss = 7.6500e-03, PNorm = 95.4761, GNorm = 0.5504, lr_0 = 9.0316e-04
Validation prc-auc = 0.026622
Epoch 1958
Validation prc-auc = 0.026387
Epoch 1959
Validation prc-auc = 0.026085
Epoch 1960
Validation prc-auc = 0.026028
Epoch 1961
Validation prc-auc = 0.026831
Epoch 1962
Loss = 7.0106e-04, PNorm = 95.5012, GNorm = 0.0224, lr_0 = 9.0295e-04
Validation prc-auc = 0.027552
Epoch 1963
Validation prc-auc = 0.028200
Epoch 1964
Validation prc-auc = 0.028554
Epoch 1965
Validation prc-auc = 0.028728
Epoch 1966
Loss = 6.7423e-04, PNorm = 95.5243, GNorm = 0.0033, lr_0 = 9.0273e-04
Validation prc-auc = 0.028899
Epoch 1967
Validation prc-auc = 0.029090
Epoch 1968
Validation prc-auc = 0.029141
Epoch 1969
Validation prc-auc = 0.029396
Epoch 1970
Validation prc-auc = 0.029421
Epoch 1971
Loss = 8.5532e-04, PNorm = 95.5386, GNorm = 0.0498, lr_0 = 9.0250e-04
Loss = 5.8442e-03, PNorm = 95.5402, GNorm = 0.2904, lr_0 = 9.0249e-04
Validation prc-auc = 0.029386
Epoch 1972
Validation prc-auc = 0.029550
Epoch 1973
Validation prc-auc = 0.029481
Epoch 1974
Validation prc-auc = 0.029563
Epoch 1975
Validation prc-auc = 0.029634
Epoch 1976
Loss = 4.3227e-03, PNorm = 95.5550, GNorm = 0.4117, lr_0 = 9.0228e-04
Validation prc-auc = 0.029607
Epoch 1977
Validation prc-auc = 0.029718
Epoch 1978
Validation prc-auc = 0.030002
Epoch 1979
Validation prc-auc = 0.029732
Epoch 1980
Validation prc-auc = 0.029951
Epoch 1981
Loss = 3.7879e-04, PNorm = 95.5671, GNorm = 0.0110, lr_0 = 9.0204e-04
Validation prc-auc = 0.029995
Epoch 1982
Validation prc-auc = 0.029931
Epoch 1983
Validation prc-auc = 0.030048
Epoch 1984
Validation prc-auc = 0.030079
Epoch 1985
Loss = 2.4382e-04, PNorm = 95.5761, GNorm = 0.0046, lr_0 = 9.0183e-04
Loss = 1.0205e-04, PNorm = 95.5765, GNorm = 0.0050, lr_0 = 9.0181e-04
Validation prc-auc = 0.030099
Epoch 1986
Validation prc-auc = 0.030133
Epoch 1987
Validation prc-auc = 0.030126
Epoch 1988
Validation prc-auc = 0.030146
Epoch 1989
Validation prc-auc = 0.030138
Epoch 1990
Loss = 6.5741e-04, PNorm = 95.5811, GNorm = 0.0178, lr_0 = 9.0159e-04
Loss = 1.0279e-04, PNorm = 95.5815, GNorm = 0.0075, lr_0 = 9.0157e-04
Validation prc-auc = 0.030248
Epoch 1991
Validation prc-auc = 0.030236
Epoch 1992
Validation prc-auc = 0.030296
Epoch 1993
Validation prc-auc = 0.030384
Epoch 1994
Validation prc-auc = 0.030320
Epoch 1995
Loss = 1.2570e-03, PNorm = 95.5870, GNorm = 0.0475, lr_0 = 9.0137e-04
Validation prc-auc = 0.030482
Epoch 1996
Validation prc-auc = 0.030508
Epoch 1997
Validation prc-auc = 0.030455
Epoch 1998
Validation prc-auc = 0.030432
Epoch 1999
Loss = 8.2941e-04, PNorm = 95.5946, GNorm = 0.0029, lr_0 = 9.0114e-04
Validation prc-auc = 0.030340
Model 0 best validation prc-auc = 0.057832 on epoch 298
Loading pretrained parameter "encoder.encoder.0.cached_zero_vector".
Loading pretrained parameter "encoder.encoder.0.W_i.weight".
Loading pretrained parameter "encoder.encoder.0.W_h.weight".
Loading pretrained parameter "encoder.encoder.0.W_o.weight".
Loading pretrained parameter "encoder.encoder.0.W_o.bias".
Loading pretrained parameter "ffn.1.weight".
Loading pretrained parameter "ffn.1.bias".
Moving model to cuda
Model 0 test prc-auc = 0.037843
Ensemble test prc-auc = 0.037843
Fold 7
Splitting data with seed 7
Class sizes
sars_cov_two_active 0: 98.39%, 1: 1.61%
Total size = 3,294 | train size = 3,294 | val size = 1,096 | test size = 1,086
With class_balance, effective train size = 106
Building model 0
MoleculeModel(
  (sigmoid): Sigmoid()
  (encoder): MPN(
    (encoder): ModuleList(
      (0): MPNEncoder(
        (dropout_layer): Dropout(p=0.35000000000000003, inplace=False)
        (act_func): ReLU()
        (W_i): Linear(in_features=147, out_features=1100, bias=False)
        (W_h): Linear(in_features=1100, out_features=1100, bias=False)
        (W_o): Linear(in_features=1233, out_features=1100, bias=True)
      )
    )
  )
  (ffn): Sequential(
    (0): Dropout(p=0.35000000000000003, inplace=False)
    (1): Linear(in_features=1328, out_features=1, bias=True)
  )
)
Number of parameters = 2,730,429
Moving model to cuda
Epoch 0
Validation prc-auc = 0.011479
Epoch 1
Validation prc-auc = 0.012254
Epoch 2
Validation prc-auc = 0.013200
Epoch 3
Validation prc-auc = 0.012210
Epoch 4
Loss = 7.5544e-01, PNorm = 50.2361, GNorm = 1.7417, lr_0 = 2.0385e-04
Loss = 1.0110e+00, PNorm = 50.2368, GNorm = 6.1241, lr_0 = 2.1077e-04
Validation prc-auc = 0.012801
Epoch 5
Validation prc-auc = 0.014235
Epoch 6
Validation prc-auc = 0.013333
Epoch 7
Validation prc-auc = 0.014469
Epoch 8
Validation prc-auc = 0.017564
Epoch 9
Loss = 7.6222e-01, PNorm = 50.2510, GNorm = 2.5517, lr_0 = 3.0077e-04
Validation prc-auc = 0.016419
Epoch 10
Validation prc-auc = 0.014963
Epoch 11
Validation prc-auc = 0.018529
Epoch 12
Validation prc-auc = 0.022242
Epoch 13
Validation prc-auc = 0.020604
Epoch 14
Loss = 7.5018e-01, PNorm = 50.2751, GNorm = 1.3211, lr_0 = 4.0462e-04
Validation prc-auc = 0.020016
Epoch 15
Validation prc-auc = 0.021399
Epoch 16
Validation prc-auc = 0.020415
Epoch 17
Validation prc-auc = 0.020334
Epoch 18
Loss = 6.8348e-01, PNorm = 50.2995, GNorm = 1.5721, lr_0 = 4.9462e-04
Loss = 5.9827e-01, PNorm = 50.3015, GNorm = 2.9562, lr_0 = 5.0154e-04
Validation prc-auc = 0.021771
Epoch 19
Validation prc-auc = 0.022990
Epoch 20
Validation prc-auc = 0.022889
Epoch 21
Validation prc-auc = 0.022921
Epoch 22
Validation prc-auc = 0.024605
Epoch 23
Loss = 6.6308e-01, PNorm = 50.3341, GNorm = 1.2949, lr_0 = 5.9846e-04
Loss = 5.6384e-01, PNorm = 50.3371, GNorm = 2.4425, lr_0 = 6.0538e-04
Validation prc-auc = 0.026085
Epoch 24
Validation prc-auc = 0.025544
Epoch 25
Validation prc-auc = 0.024445
Epoch 26
Validation prc-auc = 0.025067
Epoch 27
Validation prc-auc = 0.025067
Epoch 28
Loss = 7.5917e-01, PNorm = 50.3770, GNorm = 1.6901, lr_0 = 6.9538e-04
Validation prc-auc = 0.024118
Epoch 29
Validation prc-auc = 0.024241
Epoch 30
Validation prc-auc = 0.025983
Epoch 31
Validation prc-auc = 0.029412
Epoch 32
Validation prc-auc = 0.025237
Epoch 33
Loss = 7.0133e-01, PNorm = 50.4347, GNorm = 1.1540, lr_0 = 7.9923e-04
Validation prc-auc = 0.025339
Epoch 34
Validation prc-auc = 0.026765
Epoch 35
Validation prc-auc = 0.024787
Epoch 36
Validation prc-auc = 0.022760
Epoch 37
Loss = 6.4376e-01, PNorm = 50.4923, GNorm = 1.5732, lr_0 = 8.8923e-04
Loss = 6.2268e-01, PNorm = 50.4962, GNorm = 2.7766, lr_0 = 8.9615e-04
Validation prc-auc = 0.023743
Epoch 38
Validation prc-auc = 0.023850
Epoch 39
Validation prc-auc = 0.022688
Epoch 40
Validation prc-auc = 0.023056
Epoch 41
Validation prc-auc = 0.022921
Epoch 42
Loss = 6.3093e-01, PNorm = 50.5677, GNorm = 0.9897, lr_0 = 9.8615e-04
Validation prc-auc = 0.022785
Epoch 43
Validation prc-auc = 0.021671
Epoch 44
Validation prc-auc = 0.022405
Epoch 45
Validation prc-auc = 0.034311
Epoch 46
Validation prc-auc = 0.035394
Epoch 47
Loss = 6.9921e-01, PNorm = 50.6616, GNorm = 1.4413, lr_0 = 9.9977e-04
Validation prc-auc = 0.024041
Epoch 48
Validation prc-auc = 0.026211
Epoch 49
Validation prc-auc = 0.023962
Epoch 50
Validation prc-auc = 0.022099
Epoch 51
Loss = 6.6676e-01, PNorm = 50.7420, GNorm = 1.1489, lr_0 = 9.9954e-04
Loss = 6.9625e-01, PNorm = 50.7490, GNorm = 3.6631, lr_0 = 9.9952e-04
Validation prc-auc = 0.022092
Epoch 52
Validation prc-auc = 0.021547
Epoch 53
Validation prc-auc = 0.021239
Epoch 54
Validation prc-auc = 0.021188
Epoch 55
Validation prc-auc = 0.021278
Epoch 56
Loss = 6.1636e-01, PNorm = 50.8434, GNorm = 1.0351, lr_0 = 9.9927e-04
Loss = 5.2897e-01, PNorm = 50.8501, GNorm = 2.7258, lr_0 = 9.9926e-04
Validation prc-auc = 0.021711
Epoch 57
Validation prc-auc = 0.022080
Epoch 58
Validation prc-auc = 0.022324
Epoch 59
Validation prc-auc = 0.022672
Epoch 60
Validation prc-auc = 0.022848
Epoch 61
Loss = 6.5489e-01, PNorm = 50.9271, GNorm = 1.1637, lr_0 = 9.9903e-04
Validation prc-auc = 0.023563
Epoch 62
Validation prc-auc = 0.028471
Epoch 63
Validation prc-auc = 0.025223
Epoch 64
Validation prc-auc = 0.022863
Epoch 65
Validation prc-auc = 0.021720
Epoch 66
Loss = 5.5596e-01, PNorm = 51.0220, GNorm = 0.8130, lr_0 = 9.9876e-04
Validation prc-auc = 0.019788
Epoch 67
Validation prc-auc = 0.018567
Epoch 68
Validation prc-auc = 0.018152
Epoch 69
Validation prc-auc = 0.018119
Epoch 70
Loss = 5.5845e-01, PNorm = 51.1264, GNorm = 0.9306, lr_0 = 9.9853e-04
Loss = 7.0561e-01, PNorm = 51.1339, GNorm = 4.0525, lr_0 = 9.9851e-04
Validation prc-auc = 0.017612
Epoch 71
Validation prc-auc = 0.017799
Epoch 72
Validation prc-auc = 0.018809
Epoch 73
Validation prc-auc = 0.018867
Epoch 74
Validation prc-auc = 0.018768
Epoch 75
Loss = 6.3476e-01, PNorm = 51.2176, GNorm = 1.1648, lr_0 = 9.9828e-04
Validation prc-auc = 0.020631
Epoch 76
Validation prc-auc = 0.022422
Epoch 77
Validation prc-auc = 0.023816
Epoch 78
Validation prc-auc = 0.024347
Epoch 79
Validation prc-auc = 0.022752
Epoch 80
Loss = 6.8875e-01, PNorm = 51.3284, GNorm = 1.5025, lr_0 = 9.9802e-04
Validation prc-auc = 0.020210
Epoch 81
Validation prc-auc = 0.018505
Epoch 82
Validation prc-auc = 0.019302
Epoch 83
Validation prc-auc = 0.020674
Epoch 84
Loss = 6.7360e-01, PNorm = 51.4482, GNorm = 2.0414, lr_0 = 9.9779e-04
Loss = 4.4543e-01, PNorm = 51.4592, GNorm = 2.4711, lr_0 = 9.9777e-04
Validation prc-auc = 0.023133
Epoch 85
Validation prc-auc = 0.021676
Epoch 86
Validation prc-auc = 0.020581
Epoch 87
Validation prc-auc = 0.021845
Epoch 88
Validation prc-auc = 0.024285
Epoch 89
Loss = 5.8786e-01, PNorm = 51.5900, GNorm = 1.3489, lr_0 = 9.9752e-04
Loss = 6.7574e-01, PNorm = 51.5974, GNorm = 2.4432, lr_0 = 9.9750e-04
Validation prc-auc = 0.024214
Epoch 90
Validation prc-auc = 0.022450
Epoch 91
Validation prc-auc = 0.023780
Epoch 92
Validation prc-auc = 0.024798
Epoch 93
Validation prc-auc = 0.023406
Epoch 94
Loss = 5.3907e-01, PNorm = 51.7253, GNorm = 1.1740, lr_0 = 9.9727e-04
Validation prc-auc = 0.025676
Epoch 95
Validation prc-auc = 0.028964
Epoch 96
Validation prc-auc = 0.022478
Epoch 97
Validation prc-auc = 0.021380
Epoch 98
Validation prc-auc = 0.025046
Epoch 99
Loss = 5.7534e-01, PNorm = 51.9163, GNorm = 1.2833, lr_0 = 9.9701e-04
Validation prc-auc = 0.026391
Epoch 100
Validation prc-auc = 0.022772
Epoch 101
Validation prc-auc = 0.022067
Epoch 102
Validation prc-auc = 0.024222
Epoch 103
Loss = 8.7747e-01, PNorm = 52.0706, GNorm = 11.2198, lr_0 = 9.9678e-04
Loss = 5.9116e-01, PNorm = 52.0816, GNorm = 4.3485, lr_0 = 9.9676e-04
Validation prc-auc = 0.021436
Epoch 104
Validation prc-auc = 0.019221
Epoch 105
Validation prc-auc = 0.018188
Epoch 106
Validation prc-auc = 0.017138
Epoch 107
Validation prc-auc = 0.018480
Epoch 108
Loss = 6.4781e-01, PNorm = 52.3295, GNorm = 1.3067, lr_0 = 9.9651e-04
Validation prc-auc = 0.019736
Epoch 109
Validation prc-auc = 0.020532
Epoch 110
Validation prc-auc = 0.021600
Epoch 111
Validation prc-auc = 0.023082
Epoch 112
Validation prc-auc = 0.024595
Epoch 113
Loss = 5.5947e-01, PNorm = 52.4916, GNorm = 0.7715, lr_0 = 9.9627e-04
Validation prc-auc = 0.025344
Epoch 114
Validation prc-auc = 0.025114
Epoch 115
Validation prc-auc = 0.025356
Epoch 116
Validation prc-auc = 0.027425
Epoch 117
Loss = 5.1805e-01, PNorm = 52.6139, GNorm = 0.7605, lr_0 = 9.9604e-04
Loss = 7.0010e-01, PNorm = 52.6238, GNorm = 3.2319, lr_0 = 9.9602e-04
Validation prc-auc = 0.029276
Epoch 118
Validation prc-auc = 0.030127
Epoch 119
Validation prc-auc = 0.028703
Epoch 120
Validation prc-auc = 0.027060
Epoch 121
Validation prc-auc = 0.026328
Epoch 122
Loss = 5.4508e-01, PNorm = 52.7475, GNorm = 1.2629, lr_0 = 9.9577e-04
Loss = 3.7840e-01, PNorm = 52.7585, GNorm = 2.6094, lr_0 = 9.9575e-04
Validation prc-auc = 0.026111
Epoch 123
Validation prc-auc = 0.023417
Epoch 124
Validation prc-auc = 0.021860
Epoch 125
Validation prc-auc = 0.022691
Epoch 126
Validation prc-auc = 0.026564
Epoch 127
Loss = 5.4078e-01, PNorm = 52.9086, GNorm = 1.3430, lr_0 = 9.9552e-04
Validation prc-auc = 0.029013
Epoch 128
Validation prc-auc = 0.027521
Epoch 129
Validation prc-auc = 0.026887
Epoch 130
Validation prc-auc = 0.028446
Epoch 131
Validation prc-auc = 0.027046
Epoch 132
Loss = 4.5709e-01, PNorm = 53.1113, GNorm = 1.2256, lr_0 = 9.9526e-04
Validation prc-auc = 0.027806
Epoch 133
Validation prc-auc = 0.024468
Epoch 134
Validation prc-auc = 0.023871
Epoch 135
Validation prc-auc = 0.023661
Epoch 136
Loss = 4.7166e-01, PNorm = 53.2890, GNorm = 1.0150, lr_0 = 9.9503e-04
Loss = 4.3369e-01, PNorm = 53.3009, GNorm = 2.1866, lr_0 = 9.9501e-04
Validation prc-auc = 0.023192
Epoch 137
Validation prc-auc = 0.022866
Epoch 138
Validation prc-auc = 0.024370
Epoch 139
Validation prc-auc = 0.022543
Epoch 140
Validation prc-auc = 0.023666
Epoch 141
Loss = 4.5800e-01, PNorm = 53.5012, GNorm = 0.9310, lr_0 = 9.9477e-04
Validation prc-auc = 0.030076
Epoch 142
Validation prc-auc = 0.025333
Epoch 143
Validation prc-auc = 0.022878
Epoch 144
Validation prc-auc = 0.025568
Epoch 145
Validation prc-auc = 0.030197
Epoch 146
Loss = 5.0446e-01, PNorm = 53.7226, GNorm = 1.1404, lr_0 = 9.9452e-04
Validation prc-auc = 0.030182
Epoch 147
Validation prc-auc = 0.028684
Epoch 148
Validation prc-auc = 0.028000
Epoch 149
Validation prc-auc = 0.030287
Epoch 150
Loss = 3.5475e-01, PNorm = 53.8922, GNorm = 0.7819, lr_0 = 9.9429e-04
Loss = 2.6622e-01, PNorm = 53.9048, GNorm = 1.8361, lr_0 = 9.9427e-04
Validation prc-auc = 0.031200
Epoch 151
Validation prc-auc = 0.030239
Epoch 152
Validation prc-auc = 0.036057
Epoch 153
Validation prc-auc = 0.039852
Epoch 154
Validation prc-auc = 0.034438
Epoch 155
Loss = 4.0825e-01, PNorm = 54.0980, GNorm = 0.8934, lr_0 = 9.9403e-04
Loss = 2.3596e-01, PNorm = 54.1162, GNorm = 2.2725, lr_0 = 9.9401e-04
Validation prc-auc = 0.035059
Epoch 156
Validation prc-auc = 0.033153
Epoch 157
Validation prc-auc = 0.029523
Epoch 158
Validation prc-auc = 0.029198
Epoch 159
Validation prc-auc = 0.033826
Epoch 160
Loss = 2.6062e-01, PNorm = 54.3427, GNorm = 1.5546, lr_0 = 9.9378e-04
Validation prc-auc = 0.040467
Epoch 161
Validation prc-auc = 0.043846
Epoch 162
Validation prc-auc = 0.037404
Epoch 163
Validation prc-auc = 0.041187
Epoch 164
Validation prc-auc = 0.049280
Epoch 165
Loss = 3.4281e-01, PNorm = 54.6439, GNorm = 1.7271, lr_0 = 9.9351e-04
Validation prc-auc = 0.045527
Epoch 166
Validation prc-auc = 0.040235
Epoch 167
Validation prc-auc = 0.032463
Epoch 168
Validation prc-auc = 0.024658
Epoch 169
Loss = 4.4889e-01, PNorm = 54.9247, GNorm = 0.9161, lr_0 = 9.9329e-04
Loss = 4.5692e-01, PNorm = 54.9497, GNorm = 4.2283, lr_0 = 9.9327e-04
Validation prc-auc = 0.034893
Epoch 170
Validation prc-auc = 0.030061
Epoch 171
Validation prc-auc = 0.026678
Epoch 172
Validation prc-auc = 0.033512
Epoch 173
Validation prc-auc = 0.039547
Epoch 174
Loss = 3.0561e-01, PNorm = 55.2564, GNorm = 0.9723, lr_0 = 9.9302e-04
Validation prc-auc = 0.039997
Epoch 175
Validation prc-auc = 0.039329
Epoch 176
Validation prc-auc = 0.035919
Epoch 177
Validation prc-auc = 0.028531
Epoch 178
Validation prc-auc = 0.026915
Epoch 179
Loss = 1.4863e-01, PNorm = 55.5132, GNorm = 0.7182, lr_0 = 9.9277e-04
Validation prc-auc = 0.027403
Epoch 180
Validation prc-auc = 0.027590
Epoch 181
Validation prc-auc = 0.031074
Epoch 182
Validation prc-auc = 0.025158
Epoch 183
Loss = 3.1980e-01, PNorm = 55.7720, GNorm = 3.6725, lr_0 = 9.9253e-04
Validation prc-auc = 0.023683
Epoch 184
Validation prc-auc = 0.023129
Epoch 185
Validation prc-auc = 0.029232
Epoch 186
Validation prc-auc = 0.034983
Epoch 187
Validation prc-auc = 0.033643
Epoch 188
Loss = 3.3259e-01, PNorm = 56.0858, GNorm = 1.6244, lr_0 = 9.9228e-04
Loss = 2.5782e-01, PNorm = 56.1078, GNorm = 3.9146, lr_0 = 9.9226e-04
Validation prc-auc = 0.040056
Epoch 189
Validation prc-auc = 0.033914
Epoch 190
Validation prc-auc = 0.022959
Epoch 191
Validation prc-auc = 0.022490
Epoch 192
Validation prc-auc = 0.023280
Epoch 193
Loss = 3.4120e-01, PNorm = 56.4143, GNorm = 1.9797, lr_0 = 9.9204e-04
Validation prc-auc = 0.026728
Epoch 194
Validation prc-auc = 0.025831
Epoch 195
Validation prc-auc = 0.038113
Epoch 196
Validation prc-auc = 0.039825
Epoch 197
Validation prc-auc = 0.038672
Epoch 198
Loss = 2.1259e-01, PNorm = 56.7758, GNorm = 1.3325, lr_0 = 9.9177e-04
Validation prc-auc = 0.035833
Epoch 199
Validation prc-auc = 0.030485
Epoch 200
Validation prc-auc = 0.026981
Epoch 201
Validation prc-auc = 0.028797
Epoch 202
Loss = 1.9929e-01, PNorm = 57.0468, GNorm = 0.9952, lr_0 = 9.9154e-04
Loss = 1.9786e-01, PNorm = 57.0661, GNorm = 3.0623, lr_0 = 9.9153e-04
Validation prc-auc = 0.028056
Epoch 203
Validation prc-auc = 0.027168
Epoch 204
Validation prc-auc = 0.030243
Epoch 205
Validation prc-auc = 0.025891
Epoch 206
Validation prc-auc = 0.023144
Epoch 207
Loss = 3.6184e-01, PNorm = 57.3415, GNorm = 2.3489, lr_0 = 9.9128e-04
Loss = 3.9744e-01, PNorm = 57.3648, GNorm = 6.6095, lr_0 = 9.9126e-04
Validation prc-auc = 0.030089
Epoch 208
Validation prc-auc = 0.029451
Epoch 209
Validation prc-auc = 0.030605
Epoch 210
Validation prc-auc = 0.037900
Epoch 211
Validation prc-auc = 0.037947
Epoch 212
Loss = 3.4421e-01, PNorm = 57.6601, GNorm = 1.9054, lr_0 = 9.9103e-04
Validation prc-auc = 0.042957
Epoch 213
Validation prc-auc = 0.047111
Epoch 214
Validation prc-auc = 0.036567
Epoch 215
Validation prc-auc = 0.031788
Epoch 216
Loss = 3.7633e-01, PNorm = 57.9076, GNorm = 10.6904, lr_0 = 9.9079e-04
Validation prc-auc = 0.033111
Epoch 217
Validation prc-auc = 0.039408
Epoch 218
Validation prc-auc = 0.039660
Epoch 219
Validation prc-auc = 0.034754
Epoch 220
Validation prc-auc = 0.032397
Epoch 221
Loss = 1.6979e-01, PNorm = 58.1491, GNorm = 0.7825, lr_0 = 9.9054e-04
Loss = 9.6918e-02, PNorm = 58.1640, GNorm = 2.0345, lr_0 = 9.9052e-04
Validation prc-auc = 0.031474
Epoch 222
Validation prc-auc = 0.030649
Epoch 223
Validation prc-auc = 0.032482
Epoch 224
Validation prc-auc = 0.038348
Epoch 225
Validation prc-auc = 0.039235
Epoch 226
Loss = 1.7361e-01, PNorm = 58.3241, GNorm = 1.0707, lr_0 = 9.9030e-04
Validation prc-auc = 0.038163
Epoch 227
Validation prc-auc = 0.035318
Epoch 228
Validation prc-auc = 0.036674
Epoch 229
Validation prc-auc = 0.034402
Epoch 230
Validation prc-auc = 0.030509
Epoch 231
Loss = 1.8073e-01, PNorm = 58.5046, GNorm = 0.9630, lr_0 = 9.9003e-04
Validation prc-auc = 0.030502
Epoch 232
Validation prc-auc = 0.030763
Epoch 233
Validation prc-auc = 0.030940
Epoch 234
Validation prc-auc = 0.032334
Epoch 235
Loss = 9.3551e-02, PNorm = 58.6738, GNorm = 0.5668, lr_0 = 9.8980e-04
Loss = 6.1462e-02, PNorm = 58.6859, GNorm = 1.5585, lr_0 = 9.8979e-04
Validation prc-auc = 0.033310
Epoch 236
Validation prc-auc = 0.032429
Epoch 237
Validation prc-auc = 0.035534
Epoch 238
Validation prc-auc = 0.029548
Epoch 239
Validation prc-auc = 0.028097
Epoch 240
Loss = 1.0056e-01, PNorm = 58.8569, GNorm = 1.0882, lr_0 = 9.8954e-04
Loss = 1.0978e-02, PNorm = 58.8752, GNorm = 0.4078, lr_0 = 9.8952e-04
Validation prc-auc = 0.023672
Epoch 241
Validation prc-auc = 0.023804
Epoch 242
Validation prc-auc = 0.023777
Epoch 243
Validation prc-auc = 0.023012
Epoch 244
Validation prc-auc = 0.025639
Epoch 245
Loss = 1.7701e-01, PNorm = 59.1237, GNorm = 2.2211, lr_0 = 9.8930e-04
Validation prc-auc = 0.034849
Epoch 246
Validation prc-auc = 0.039241
Epoch 247
Validation prc-auc = 0.042255
Epoch 248
Validation prc-auc = 0.048575
Epoch 249
Loss = 2.7130e-01, PNorm = 59.3859, GNorm = 3.3152, lr_0 = 9.8905e-04
Validation prc-auc = 0.041748
Epoch 250
Validation prc-auc = 0.035479
Epoch 251
Validation prc-auc = 0.029900
Epoch 252
Validation prc-auc = 0.029124
Epoch 253
Validation prc-auc = 0.027559
Epoch 254
Loss = 1.5036e-01, PNorm = 59.6313, GNorm = 1.4792, lr_0 = 9.8880e-04
Loss = 8.9548e-02, PNorm = 59.6455, GNorm = 1.4842, lr_0 = 9.8879e-04
Validation prc-auc = 0.024352
Epoch 255
Validation prc-auc = 0.022807
Epoch 256
Validation prc-auc = 0.024176
Epoch 257
Validation prc-auc = 0.025127
Epoch 258
Validation prc-auc = 0.028156
Epoch 259
Loss = 2.3520e-01, PNorm = 59.8280, GNorm = 1.1606, lr_0 = 9.8856e-04
Validation prc-auc = 0.029869
Epoch 260
Validation prc-auc = 0.029729
Epoch 261
Validation prc-auc = 0.025506
Epoch 262
Validation prc-auc = 0.027773
Epoch 263
Validation prc-auc = 0.030753
Epoch 264
Loss = 7.6447e-02, PNorm = 60.0756, GNorm = 1.1456, lr_0 = 9.8830e-04
Validation prc-auc = 0.027482
Epoch 265
Validation prc-auc = 0.030444
Epoch 266
Validation prc-auc = 0.038424
Epoch 267
Validation prc-auc = 0.039578
Epoch 268
Loss = 1.8786e-01, PNorm = 60.3294, GNorm = 1.2804, lr_0 = 9.8807e-04
Loss = 2.9464e-01, PNorm = 60.3489, GNorm = 2.8512, lr_0 = 9.8805e-04
Validation prc-auc = 0.034314
Epoch 269
Validation prc-auc = 0.038266
Epoch 270
Validation prc-auc = 0.042524
Epoch 271
Validation prc-auc = 0.039653
Epoch 272
Validation prc-auc = 0.038955
Epoch 273
Loss = 1.5168e-01, PNorm = 60.5975, GNorm = 1.4205, lr_0 = 9.8781e-04
Loss = 1.6811e-02, PNorm = 60.6126, GNorm = 0.3341, lr_0 = 9.8779e-04
Validation prc-auc = 0.034467
Epoch 274
Validation prc-auc = 0.033214
Epoch 275
Validation prc-auc = 0.033828
Epoch 276
Validation prc-auc = 0.031994
Epoch 277
Validation prc-auc = 0.032308
Epoch 278
Loss = 5.5351e-02, PNorm = 60.7739, GNorm = 0.4829, lr_0 = 9.8756e-04
Validation prc-auc = 0.032817
Epoch 279
Validation prc-auc = 0.031463
Epoch 280
Validation prc-auc = 0.026805
Epoch 281
Validation prc-auc = 0.025363
Epoch 282
Validation prc-auc = 0.026238
Epoch 283
Loss = 1.9872e-01, PNorm = 60.9625, GNorm = 1.2264, lr_0 = 9.8730e-04
Validation prc-auc = 0.026527
Epoch 284
Validation prc-auc = 0.029788
Epoch 285
Validation prc-auc = 0.032385
Epoch 286
Validation prc-auc = 0.032933
Epoch 287
Loss = 1.3833e-01, PNorm = 61.0960, GNorm = 1.2997, lr_0 = 9.8707e-04
Loss = 1.8404e-02, PNorm = 61.1062, GNorm = 0.5734, lr_0 = 9.8705e-04
Validation prc-auc = 0.031314
Epoch 288
Validation prc-auc = 0.030820
Epoch 289
Validation prc-auc = 0.029093
Epoch 290
Validation prc-auc = 0.028857
Epoch 291
Validation prc-auc = 0.028299
Epoch 292
Loss = 9.4055e-02, PNorm = 61.2076, GNorm = 1.2928, lr_0 = 9.8683e-04
Validation prc-auc = 0.027863
Epoch 293
Validation prc-auc = 0.030835
Epoch 294
Validation prc-auc = 0.030957
Epoch 295
Validation prc-auc = 0.030715
Epoch 296
Validation prc-auc = 0.024658
Epoch 297
Loss = 3.8274e-02, PNorm = 61.2915, GNorm = 0.5960, lr_0 = 9.8656e-04
Validation prc-auc = 0.030031
Epoch 298
Validation prc-auc = 0.037718
Epoch 299
Validation prc-auc = 0.038183
Epoch 300
Validation prc-auc = 0.036795
Epoch 301
Loss = 1.1025e-01, PNorm = 61.3871, GNorm = 0.9347, lr_0 = 9.8634e-04
Loss = 1.0076e-01, PNorm = 61.3955, GNorm = 2.0829, lr_0 = 9.8632e-04
Validation prc-auc = 0.037070
Epoch 302
Validation prc-auc = 0.035456
Epoch 303
Validation prc-auc = 0.036008
Epoch 304
Validation prc-auc = 0.038161
Epoch 305
Validation prc-auc = 0.036460
Epoch 306
Loss = 8.6345e-02, PNorm = 61.5161, GNorm = 0.8256, lr_0 = 9.8607e-04
Loss = 2.0136e-02, PNorm = 61.5270, GNorm = 0.4349, lr_0 = 9.8606e-04
Validation prc-auc = 0.029487
Epoch 307
Validation prc-auc = 0.027100
Epoch 308
Validation prc-auc = 0.026941
Epoch 309
Validation prc-auc = 0.027609
Epoch 310
Validation prc-auc = 0.028038
Epoch 311
Loss = 4.7142e-02, PNorm = 61.6695, GNorm = 0.6239, lr_0 = 9.8583e-04
Validation prc-auc = 0.028608
Epoch 312
Validation prc-auc = 0.027975
Epoch 313
Validation prc-auc = 0.027771
Epoch 314
Validation prc-auc = 0.026603
Epoch 315
Validation prc-auc = 0.025036
Epoch 316
Loss = 1.7052e-01, PNorm = 61.8101, GNorm = 1.3508, lr_0 = 9.8557e-04
Validation prc-auc = 0.024967
Epoch 317
Validation prc-auc = 0.024978
Epoch 318
Validation prc-auc = 0.021749
Epoch 319
Validation prc-auc = 0.019306
Epoch 320
Loss = 6.3442e-01, PNorm = 62.0585, GNorm = 5.3791, lr_0 = 9.8534e-04
Loss = 8.9804e-02, PNorm = 62.0968, GNorm = 2.4012, lr_0 = 9.8532e-04
Validation prc-auc = 0.018758
Epoch 321
Validation prc-auc = 0.021748
Epoch 322
Validation prc-auc = 0.025554
Epoch 323
Validation prc-auc = 0.030079
Epoch 324
Validation prc-auc = 0.033003
Epoch 325
Loss = 2.3788e-01, PNorm = 62.5302, GNorm = 1.4869, lr_0 = 9.8509e-04
Validation prc-auc = 0.035101
Epoch 326
Validation prc-auc = 0.038725
Epoch 327
Validation prc-auc = 0.041727
Epoch 328
Validation prc-auc = 0.042204
Epoch 329
Validation prc-auc = 0.039272
Epoch 330
Loss = 3.7335e-01, PNorm = 62.8937, GNorm = 1.8867, lr_0 = 9.8483e-04
Validation prc-auc = 0.037432
Epoch 331
Validation prc-auc = 0.035649
Epoch 332
Validation prc-auc = 0.033615
Epoch 333
Validation prc-auc = 0.034084
Epoch 334
Loss = 1.3387e-01, PNorm = 63.1605, GNorm = 1.5891, lr_0 = 9.8461e-04
Loss = 2.9989e-01, PNorm = 63.1765, GNorm = 7.2043, lr_0 = 9.8459e-04
Validation prc-auc = 0.037357
Epoch 335
Validation prc-auc = 0.040411
Epoch 336
Validation prc-auc = 0.042930
Epoch 337
Validation prc-auc = 0.042175
Epoch 338
Validation prc-auc = 0.040544
Epoch 339
Loss = 9.8050e-02, PNorm = 63.3954, GNorm = 0.9454, lr_0 = 9.8434e-04
Loss = 3.2495e-02, PNorm = 63.4087, GNorm = 0.6666, lr_0 = 9.8433e-04
Validation prc-auc = 0.036550
Epoch 340
Validation prc-auc = 0.035065
Epoch 341
Validation prc-auc = 0.033755
Epoch 342
Validation prc-auc = 0.033218
Epoch 343
Validation prc-auc = 0.036945
Epoch 344
Loss = 3.3300e-01, PNorm = 63.5716, GNorm = 4.3896, lr_0 = 9.8410e-04
Validation prc-auc = 0.036971
Epoch 345
Validation prc-auc = 0.034305
Epoch 346
Validation prc-auc = 0.033429
Epoch 347
Validation prc-auc = 0.033650
Epoch 348
Validation prc-auc = 0.031970
Epoch 349
Loss = 1.2722e-01, PNorm = 63.8240, GNorm = 1.3021, lr_0 = 9.8384e-04
Validation prc-auc = 0.030936
Epoch 350
Validation prc-auc = 0.030617
Epoch 351
Validation prc-auc = 0.030230
Epoch 352
Validation prc-auc = 0.030224
Epoch 353
Loss = 1.4097e-01, PNorm = 63.9780, GNorm = 2.4158, lr_0 = 9.8361e-04
Loss = 8.3769e-02, PNorm = 63.9884, GNorm = 2.6547, lr_0 = 9.8359e-04
Validation prc-auc = 0.030278
Epoch 354
Validation prc-auc = 0.032063
Epoch 355
Validation prc-auc = 0.031381
Epoch 356
Validation prc-auc = 0.028534
Epoch 357
Validation prc-auc = 0.027892
Epoch 358
Loss = 7.5022e-02, PNorm = 64.1559, GNorm = 0.6694, lr_0 = 9.8335e-04
Validation prc-auc = 0.027635
Epoch 359
Validation prc-auc = 0.027154
Epoch 360
Validation prc-auc = 0.024549
Epoch 361
Validation prc-auc = 0.024316
Epoch 362
Validation prc-auc = 0.029351
Epoch 363
Loss = 5.4711e-02, PNorm = 64.3152, GNorm = 0.7604, lr_0 = 9.8311e-04
Validation prc-auc = 0.033286
Epoch 364
Validation prc-auc = 0.032659
Epoch 365
Validation prc-auc = 0.027371
Epoch 366
Validation prc-auc = 0.028179
Epoch 367
Loss = 5.0880e-02, PNorm = 64.4640, GNorm = 0.5684, lr_0 = 9.8288e-04
Loss = 3.4306e-02, PNorm = 64.4761, GNorm = 0.8504, lr_0 = 9.8286e-04
Validation prc-auc = 0.028788
Epoch 368
Validation prc-auc = 0.030002
Epoch 369
Validation prc-auc = 0.030335
Epoch 370
Validation prc-auc = 0.030560
Epoch 371
Validation prc-auc = 0.030973
Epoch 372
Loss = 4.2865e-02, PNorm = 64.6008, GNorm = 0.9802, lr_0 = 9.8262e-04
Loss = 1.7213e-02, PNorm = 64.6083, GNorm = 0.4323, lr_0 = 9.8260e-04
Validation prc-auc = 0.031219
Epoch 373
Validation prc-auc = 0.032206
Epoch 374
Validation prc-auc = 0.032908
Epoch 375
Validation prc-auc = 0.031208
Epoch 376
Validation prc-auc = 0.030405
Epoch 377
Loss = 4.5388e-02, PNorm = 64.6772, GNorm = 0.7349, lr_0 = 9.8237e-04
Validation prc-auc = 0.030499
Epoch 378
Validation prc-auc = 0.030522
Epoch 379
Validation prc-auc = 0.029714
Epoch 380
Validation prc-auc = 0.029585
Epoch 381
Validation prc-auc = 0.029550
Epoch 382
Loss = 4.9712e-02, PNorm = 64.7318, GNorm = 1.1943, lr_0 = 9.8211e-04
Validation prc-auc = 0.029463
Epoch 383
Validation prc-auc = 0.028653
Epoch 384
Validation prc-auc = 0.027416
Epoch 385
Validation prc-auc = 0.023911
Epoch 386
Loss = 8.8723e-02, PNorm = 64.7904, GNorm = 0.9446, lr_0 = 9.8189e-04
Loss = 1.9873e-02, PNorm = 64.7962, GNorm = 1.0165, lr_0 = 9.8187e-04
Validation prc-auc = 0.024931
Epoch 387
Validation prc-auc = 0.027114
Epoch 388
Validation prc-auc = 0.027043
Epoch 389
Validation prc-auc = 0.025484
Epoch 390
Validation prc-auc = 0.024239
Epoch 391
Loss = 7.3183e-02, PNorm = 64.8753, GNorm = 1.4577, lr_0 = 9.8163e-04
Validation prc-auc = 0.024459
Epoch 392
Validation prc-auc = 0.024745
Epoch 393
Validation prc-auc = 0.026694
Epoch 394
Validation prc-auc = 0.027165
Epoch 395
Validation prc-auc = 0.027126
Epoch 396
Loss = 1.1651e-01, PNorm = 64.9554, GNorm = 1.5213, lr_0 = 9.8138e-04
Validation prc-auc = 0.027131
Epoch 397
Validation prc-auc = 0.027724
Epoch 398
Validation prc-auc = 0.028726
Epoch 399
Validation prc-auc = 0.029521
Epoch 400
Loss = 5.5203e-02, PNorm = 65.0342, GNorm = 0.3142, lr_0 = 9.8116e-04
Loss = 2.3363e-03, PNorm = 65.0397, GNorm = 0.0648, lr_0 = 9.8114e-04
Validation prc-auc = 0.031203
Epoch 401
Validation prc-auc = 0.032740
Epoch 402
Validation prc-auc = 0.034334
Epoch 403
Validation prc-auc = 0.031860
Epoch 404
Validation prc-auc = 0.032577
Epoch 405
Loss = 4.4464e-02, PNorm = 65.1126, GNorm = 0.3517, lr_0 = 9.8089e-04
Loss = 3.1455e-03, PNorm = 65.1190, GNorm = 0.0826, lr_0 = 9.8088e-04
Validation prc-auc = 0.033603
Epoch 406
Validation prc-auc = 0.033815
Epoch 407
Validation prc-auc = 0.033685
Epoch 408
Validation prc-auc = 0.029193
Epoch 409
Validation prc-auc = 0.026534
Epoch 410
Loss = 6.4595e-02, PNorm = 65.1910, GNorm = 0.8006, lr_0 = 9.8065e-04
Validation prc-auc = 0.025589
Epoch 411
Validation prc-auc = 0.025269
Epoch 412
Validation prc-auc = 0.025207
Epoch 413
Validation prc-auc = 0.025360
Epoch 414
Validation prc-auc = 0.025566
Epoch 415
Loss = 7.6872e-02, PNorm = 65.2687, GNorm = 1.2048, lr_0 = 9.8039e-04
Validation prc-auc = 0.025784
Epoch 416
Validation prc-auc = 0.026593
Epoch 417
Validation prc-auc = 0.027456
Epoch 418
Validation prc-auc = 0.029727
Epoch 419
Loss = 1.1752e-01, PNorm = 65.3261, GNorm = 2.5790, lr_0 = 9.8016e-04
Loss = 7.8369e-03, PNorm = 65.3332, GNorm = 0.2549, lr_0 = 9.8015e-04
Validation prc-auc = 0.029542
Epoch 420
Validation prc-auc = 0.029520
Epoch 421
Validation prc-auc = 0.028404
Epoch 422
Validation prc-auc = 0.027064
Epoch 423
Validation prc-auc = 0.026897
Epoch 424
Loss = 8.9280e-02, PNorm = 65.4987, GNorm = 1.6447, lr_0 = 9.7990e-04
Validation prc-auc = 0.027998
Epoch 425
Validation prc-auc = 0.029976
Epoch 426
Validation prc-auc = 0.036058
Epoch 427
Validation prc-auc = 0.038567
Epoch 428
Validation prc-auc = 0.038089
Epoch 429
Loss = 4.8954e-02, PNorm = 65.8975, GNorm = 0.6626, lr_0 = 9.7966e-04
Validation prc-auc = 0.036381
Epoch 430
Validation prc-auc = 0.034889
Epoch 431
Validation prc-auc = 0.032580
Epoch 432
Validation prc-auc = 0.029272
Epoch 433
Loss = 1.1353e-01, PNorm = 66.1589, GNorm = 0.5111, lr_0 = 9.7942e-04
Validation prc-auc = 0.026498
Epoch 434
Validation prc-auc = 0.025075
Epoch 435
Validation prc-auc = 0.025077
Epoch 436
Validation prc-auc = 0.024441
Epoch 437
Validation prc-auc = 0.023630
Epoch 438
Loss = 4.1046e-02, PNorm = 66.3228, GNorm = 0.4045, lr_0 = 9.7917e-04
Loss = 6.5555e-03, PNorm = 66.3318, GNorm = 0.1966, lr_0 = 9.7916e-04
Validation prc-auc = 0.023259
Epoch 439
Validation prc-auc = 0.023612
Epoch 440
Validation prc-auc = 0.026219
Epoch 441
Validation prc-auc = 0.030138
Epoch 442
Validation prc-auc = 0.032935
Epoch 443
Loss = 2.1976e-01, PNorm = 66.4490, GNorm = 3.2671, lr_0 = 9.7893e-04
Validation prc-auc = 0.033750
Epoch 444
Validation prc-auc = 0.028166
Epoch 445
Validation prc-auc = 0.023236
Epoch 446
Validation prc-auc = 0.028030
Epoch 447
Validation prc-auc = 0.032367
Epoch 448
Loss = 4.8050e-02, PNorm = 66.8384, GNorm = 0.5483, lr_0 = 9.7867e-04
Validation prc-auc = 0.035126
Epoch 449
Validation prc-auc = 0.037493
Epoch 450
Validation prc-auc = 0.046859
Epoch 451
Validation prc-auc = 0.053866
Epoch 452
Loss = 1.2675e-01, PNorm = 67.1590, GNorm = 0.9556, lr_0 = 9.7845e-04
Loss = 6.0494e-02, PNorm = 67.1804, GNorm = 1.2551, lr_0 = 9.7843e-04
Validation prc-auc = 0.043248
Epoch 453
Validation prc-auc = 0.040062
Epoch 454
Validation prc-auc = 0.041096
Epoch 455
Validation prc-auc = 0.040999
Epoch 456
Validation prc-auc = 0.041192
Epoch 457
Loss = 1.9602e-01, PNorm = 67.4135, GNorm = 2.1153, lr_0 = 9.7819e-04
Loss = 1.7379e-01, PNorm = 67.4273, GNorm = 3.0619, lr_0 = 9.7817e-04
Validation prc-auc = 0.039422
Epoch 458
Validation prc-auc = 0.040404
Epoch 459
Validation prc-auc = 0.038560
Epoch 460
Validation prc-auc = 0.037956
Epoch 461
Validation prc-auc = 0.035979
Epoch 462
Loss = 1.1463e-02, PNorm = 67.5779, GNorm = 0.1627, lr_0 = 9.7794e-04
Validation prc-auc = 0.033454
Epoch 463
Validation prc-auc = 0.031858
Epoch 464
Validation prc-auc = 0.031423
Epoch 465
Validation prc-auc = 0.032159
Epoch 466
Loss = 8.9917e-02, PNorm = 67.6783, GNorm = 0.1885, lr_0 = 9.7770e-04
Validation prc-auc = 0.034136
Epoch 467
Validation prc-auc = 0.035825
Epoch 468
Validation prc-auc = 0.038475
Epoch 469
Validation prc-auc = 0.037387
Epoch 470
Validation prc-auc = 0.036145
Epoch 471
Loss = 1.3401e-01, PNorm = 67.7863, GNorm = 0.7543, lr_0 = 9.7746e-04
Loss = 4.1547e-02, PNorm = 67.7938, GNorm = 2.3663, lr_0 = 9.7744e-04
Validation prc-auc = 0.035042
Epoch 472
Validation prc-auc = 0.035385
Epoch 473
Validation prc-auc = 0.036517
Epoch 474
Validation prc-auc = 0.035750
Epoch 475
Validation prc-auc = 0.033880
Epoch 476
Loss = 4.0932e-02, PNorm = 67.8985, GNorm = 0.6555, lr_0 = 9.7721e-04
Validation prc-auc = 0.028815
Epoch 477
Validation prc-auc = 0.022845
Epoch 478
Validation prc-auc = 0.020799
Epoch 479
Validation prc-auc = 0.019403
Epoch 480
Validation prc-auc = 0.021742
Epoch 481
Loss = 4.7924e-02, PNorm = 68.1568, GNorm = 0.7698, lr_0 = 9.7695e-04
Validation prc-auc = 0.024843
Epoch 482
Validation prc-auc = 0.028316
Epoch 483
Validation prc-auc = 0.031218
Epoch 484
Validation prc-auc = 0.034609
Epoch 485
Loss = 8.8991e-02, PNorm = 68.3383, GNorm = 0.9455, lr_0 = 9.7673e-04
Loss = 8.4011e-02, PNorm = 68.3504, GNorm = 3.3026, lr_0 = 9.7671e-04
Validation prc-auc = 0.038439
Epoch 486
Validation prc-auc = 0.040749
Epoch 487
Validation prc-auc = 0.034759
Epoch 488
Validation prc-auc = 0.030004
Epoch 489
Validation prc-auc = 0.027795
Epoch 490
Loss = 3.9734e-02, PNorm = 68.5324, GNorm = 0.5483, lr_0 = 9.7647e-04
Loss = 2.1102e-03, PNorm = 68.5437, GNorm = 0.1129, lr_0 = 9.7645e-04
Validation prc-auc = 0.027036
Epoch 491
Validation prc-auc = 0.026261
Epoch 492
Validation prc-auc = 0.025240
Epoch 493
Validation prc-auc = 0.023807
Epoch 494
Validation prc-auc = 0.024891
Epoch 495
Loss = 2.1566e-02, PNorm = 68.6546, GNorm = 0.3854, lr_0 = 9.7623e-04
Validation prc-auc = 0.025866
Epoch 496
Validation prc-auc = 0.025839
Epoch 497
Validation prc-auc = 0.024314
Epoch 498
Validation prc-auc = 0.023416
Epoch 499
Loss = 7.7614e-02, PNorm = 68.7760, GNorm = 3.6746, lr_0 = 9.7599e-04
Validation prc-auc = 0.023775
Epoch 500
Validation prc-auc = 0.025503
Epoch 501
Validation prc-auc = 0.026083
Epoch 502
Validation prc-auc = 0.025669
Epoch 503
Validation prc-auc = 0.024907
Epoch 504
Loss = 3.4811e-02, PNorm = 68.8829, GNorm = 0.6779, lr_0 = 9.7574e-04
Loss = 3.3124e-01, PNorm = 68.8930, GNorm = 9.0564, lr_0 = 9.7573e-04
Validation prc-auc = 0.023417
Epoch 505
Validation prc-auc = 0.023453
Epoch 506
Validation prc-auc = 0.028473
Epoch 507
Validation prc-auc = 0.029284
Epoch 508
Validation prc-auc = 0.029530
Epoch 509
Loss = 1.1736e-01, PNorm = 69.1025, GNorm = 1.7351, lr_0 = 9.7550e-04
Validation prc-auc = 0.028729
Epoch 510
Validation prc-auc = 0.030552
Epoch 511
Validation prc-auc = 0.032661
Epoch 512
Validation prc-auc = 0.030429
Epoch 513
Validation prc-auc = 0.030944
Epoch 514
Loss = 1.0676e-01, PNorm = 69.3247, GNorm = 1.9677, lr_0 = 9.7524e-04
Validation prc-auc = 0.034954
Epoch 515
Validation prc-auc = 0.037099
Epoch 516
Validation prc-auc = 0.040642
Epoch 517
Validation prc-auc = 0.042761
Epoch 518
Loss = 1.0069e-01, PNorm = 69.5099, GNorm = 0.8374, lr_0 = 9.7502e-04
Loss = 1.8445e-01, PNorm = 69.5241, GNorm = 6.3692, lr_0 = 9.7500e-04
Validation prc-auc = 0.045776
Epoch 519
Validation prc-auc = 0.045128
Epoch 520
Validation prc-auc = 0.042704
Epoch 521
Validation prc-auc = 0.040668
Epoch 522
Validation prc-auc = 0.038590
Epoch 523
Loss = 4.9278e-02, PNorm = 69.6908, GNorm = 0.8943, lr_0 = 9.7476e-04
Loss = 2.5482e-01, PNorm = 69.6985, GNorm = 8.3019, lr_0 = 9.7474e-04
Validation prc-auc = 0.032801
Epoch 524
Validation prc-auc = 0.029130
Epoch 525
Validation prc-auc = 0.024535
Epoch 526
Validation prc-auc = 0.023546
Epoch 527
Validation prc-auc = 0.024300
Epoch 528
Loss = 3.2767e-02, PNorm = 69.8455, GNorm = 0.5501, lr_0 = 9.7452e-04
Validation prc-auc = 0.027820
Epoch 529
Validation prc-auc = 0.030220
Epoch 530
Validation prc-auc = 0.032072
Epoch 531
Validation prc-auc = 0.030648
Epoch 532
Validation prc-auc = 0.031084
Epoch 533
Loss = 5.2774e-02, PNorm = 70.0146, GNorm = 1.0612, lr_0 = 9.7426e-04
Validation prc-auc = 0.031121
Epoch 534
Validation prc-auc = 0.033403
Epoch 535
Validation prc-auc = 0.034738
Epoch 536
Validation prc-auc = 0.034752
Epoch 537
Loss = 6.3877e-02, PNorm = 70.1498, GNorm = 1.0534, lr_0 = 9.7403e-04
Loss = 5.5921e-03, PNorm = 70.1587, GNorm = 0.1338, lr_0 = 9.7401e-04
Validation prc-auc = 0.033753
Epoch 538
Validation prc-auc = 0.032238
Epoch 539
Validation prc-auc = 0.031232
Epoch 540
Validation prc-auc = 0.030271
Epoch 541
Validation prc-auc = 0.029975
Epoch 542
Loss = 7.9993e-02, PNorm = 70.2403, GNorm = 1.4431, lr_0 = 9.7379e-04
Validation prc-auc = 0.030923
Epoch 543
Validation prc-auc = 0.032574
Epoch 544
Validation prc-auc = 0.032896
Epoch 545
Validation prc-auc = 0.031211
Epoch 546
Validation prc-auc = 0.028212
Epoch 547
Loss = 1.5318e-02, PNorm = 70.3199, GNorm = 0.3335, lr_0 = 9.7353e-04
Validation prc-auc = 0.027524
Epoch 548
Validation prc-auc = 0.029122
Epoch 549
Validation prc-auc = 0.032234
Epoch 550
Validation prc-auc = 0.033986
Epoch 551
Loss = 1.3936e-02, PNorm = 70.4113, GNorm = 0.1505, lr_0 = 9.7331e-04
Loss = 9.3294e-04, PNorm = 70.4175, GNorm = 0.0217, lr_0 = 9.7329e-04
Validation prc-auc = 0.031865
Epoch 552
Validation prc-auc = 0.031853
Epoch 553
Validation prc-auc = 0.030506
Epoch 554
Validation prc-auc = 0.029952
Epoch 555
Validation prc-auc = 0.033087
Epoch 556
Loss = 1.5960e-01, PNorm = 70.5295, GNorm = 3.2450, lr_0 = 9.7305e-04
Loss = 1.1329e-03, PNorm = 70.5422, GNorm = 0.0335, lr_0 = 9.7303e-04
Validation prc-auc = 0.035573
Epoch 557
Validation prc-auc = 0.039315
Epoch 558
Validation prc-auc = 0.047309
Epoch 559
Validation prc-auc = 0.048378
Epoch 560
Validation prc-auc = 0.054116
Epoch 561
Loss = 6.1007e-02, PNorm = 70.6982, GNorm = 0.8392, lr_0 = 9.7281e-04
Validation prc-auc = 0.048259
Epoch 562
Validation prc-auc = 0.050690
Epoch 563
Validation prc-auc = 0.044058
Epoch 564
Validation prc-auc = 0.042495
Epoch 565
Validation prc-auc = 0.042348
Epoch 566
Loss = 4.0532e-02, PNorm = 70.8970, GNorm = 1.1222, lr_0 = 9.7255e-04
Validation prc-auc = 0.041941
Epoch 567
Validation prc-auc = 0.044448
Epoch 568
Validation prc-auc = 0.044499
Epoch 569
Validation prc-auc = 0.042584
Epoch 570
Loss = 1.2097e-01, PNorm = 71.0111, GNorm = 1.6196, lr_0 = 9.7232e-04
Loss = 6.2488e-01, PNorm = 71.0142, GNorm = 15.4612, lr_0 = 9.7231e-04
Validation prc-auc = 0.038080
Epoch 571
Validation prc-auc = 0.036279
Epoch 572
Validation prc-auc = 0.030224
Epoch 573
Validation prc-auc = 0.027346
Epoch 574
Validation prc-auc = 0.026864
Epoch 575
Loss = 6.8338e-02, PNorm = 71.1419, GNorm = 1.2200, lr_0 = 9.7208e-04
Validation prc-auc = 0.027947
Epoch 576
Validation prc-auc = 0.029687
Epoch 577
Validation prc-auc = 0.032704
Epoch 578
Validation prc-auc = 0.032173
Epoch 579
Validation prc-auc = 0.032521
Epoch 580
Loss = 4.6721e-02, PNorm = 71.2455, GNorm = 1.3272, lr_0 = 9.7182e-04
Validation prc-auc = 0.033063
Epoch 581
Validation prc-auc = 0.034138
Epoch 582
Validation prc-auc = 0.036287
Epoch 583
Validation prc-auc = 0.036631
Epoch 584
Loss = 4.1633e-03, PNorm = 71.3040, GNorm = 0.1042, lr_0 = 9.7160e-04
Loss = 6.0805e-03, PNorm = 71.3075, GNorm = 0.1942, lr_0 = 9.7158e-04
Validation prc-auc = 0.036780
Epoch 585
Validation prc-auc = 0.036168
Epoch 586
Validation prc-auc = 0.034924
Epoch 587
Validation prc-auc = 0.034516
Epoch 588
Validation prc-auc = 0.033287
Epoch 589
Loss = 9.3796e-02, PNorm = 71.3450, GNorm = 1.2179, lr_0 = 9.7134e-04
Loss = 1.8494e-03, PNorm = 71.3490, GNorm = 0.0495, lr_0 = 9.7132e-04
Validation prc-auc = 0.032492
Epoch 590
Validation prc-auc = 0.030903
Epoch 591
Validation prc-auc = 0.029739
Epoch 592
Validation prc-auc = 0.026874
Epoch 593
Validation prc-auc = 0.025895
Epoch 594
Loss = 1.8258e-02, PNorm = 71.4016, GNorm = 0.4339, lr_0 = 9.7110e-04
Validation prc-auc = 0.027158
Epoch 595
Validation prc-auc = 0.028085
Epoch 596
Validation prc-auc = 0.028156
Epoch 597
Validation prc-auc = 0.028690
Epoch 598
Validation prc-auc = 0.029571
Epoch 599
Loss = 4.8383e-03, PNorm = 71.4777, GNorm = 0.1482, lr_0 = 9.7084e-04
Validation prc-auc = 0.030991
Epoch 600
Validation prc-auc = 0.031678
Epoch 601
Validation prc-auc = 0.031379
Epoch 602
Validation prc-auc = 0.029804
Epoch 603
Loss = 2.5262e-02, PNorm = 71.5453, GNorm = 0.6469, lr_0 = 9.7062e-04
Loss = 4.0605e-03, PNorm = 71.5494, GNorm = 0.3979, lr_0 = 9.7060e-04
Validation prc-auc = 0.029095
Epoch 604
Validation prc-auc = 0.029272
Epoch 605
Validation prc-auc = 0.030316
Epoch 606
Validation prc-auc = 0.030492
Epoch 607
Validation prc-auc = 0.029844
Epoch 608
Loss = 7.2957e-02, PNorm = 71.5991, GNorm = 0.2416, lr_0 = 9.7036e-04
Validation prc-auc = 0.025862
Epoch 609
Validation prc-auc = 0.024866
Epoch 610
Validation prc-auc = 0.032478
Epoch 611
Validation prc-auc = 0.033693
Epoch 612
Validation prc-auc = 0.033076
Epoch 613
Loss = 8.7971e-02, PNorm = 71.7378, GNorm = 1.4069, lr_0 = 9.7012e-04
Validation prc-auc = 0.030474
Epoch 614
Validation prc-auc = 0.030329
Epoch 615
Validation prc-auc = 0.033177
Epoch 616
Validation prc-auc = 0.035716
Epoch 617
Loss = 5.3091e-02, PNorm = 71.9017, GNorm = 1.0413, lr_0 = 9.6990e-04
Loss = 9.4337e-02, PNorm = 71.9136, GNorm = 3.6820, lr_0 = 9.6988e-04
Validation prc-auc = 0.037844
Epoch 618
Validation prc-auc = 0.038736
Epoch 619
Validation prc-auc = 0.039711
Epoch 620
Validation prc-auc = 0.040345
Epoch 621
Validation prc-auc = 0.041570
Epoch 622
Loss = 6.0870e-02, PNorm = 72.0468, GNorm = 1.2075, lr_0 = 9.6964e-04
Loss = 1.5281e-02, PNorm = 72.0542, GNorm = 0.5014, lr_0 = 9.6962e-04
Validation prc-auc = 0.041294
Epoch 623
Validation prc-auc = 0.044803
Epoch 624
Validation prc-auc = 0.044075
Epoch 625
Validation prc-auc = 0.041896
Epoch 626
Validation prc-auc = 0.041067
Epoch 627
Loss = 7.4136e-02, PNorm = 72.1166, GNorm = 1.0531, lr_0 = 9.6940e-04
Validation prc-auc = 0.038826
Epoch 628
Validation prc-auc = 0.035051
Epoch 629
Validation prc-auc = 0.031687
Epoch 630
Validation prc-auc = 0.031645
Epoch 631
Validation prc-auc = 0.032644
Epoch 632
Loss = 1.5231e-02, PNorm = 72.2354, GNorm = 0.5429, lr_0 = 9.6914e-04
Validation prc-auc = 0.034145
Epoch 633
Validation prc-auc = 0.033513
Epoch 634
Validation prc-auc = 0.032743
Epoch 635
Validation prc-auc = 0.031266
Epoch 636
Loss = 1.2098e-01, PNorm = 72.2995, GNorm = 0.4510, lr_0 = 9.6892e-04
Loss = 2.9008e-03, PNorm = 72.3026, GNorm = 0.0776, lr_0 = 9.6890e-04
Validation prc-auc = 0.028413
Epoch 637
Validation prc-auc = 0.027916
Epoch 638
Validation prc-auc = 0.028298
Epoch 639
Validation prc-auc = 0.028352
Epoch 640
Validation prc-auc = 0.028271
Epoch 641
Loss = 7.1641e-02, PNorm = 72.3426, GNorm = 0.7449, lr_0 = 9.6866e-04
Validation prc-auc = 0.028002
Epoch 642
Validation prc-auc = 0.026603
Epoch 643
Validation prc-auc = 0.026089
Epoch 644
Validation prc-auc = 0.025864
Epoch 645
Validation prc-auc = 0.026284
Epoch 646
Loss = 1.5631e-02, PNorm = 72.3910, GNorm = 0.3461, lr_0 = 9.6842e-04
Validation prc-auc = 0.026817
Epoch 647
Validation prc-auc = 0.026887
Epoch 648
Validation prc-auc = 0.026285
Epoch 649
Validation prc-auc = 0.026114
Epoch 650
Loss = 8.4886e-03, PNorm = 72.4350, GNorm = 0.1256, lr_0 = 9.6820e-04
Loss = 4.6858e-03, PNorm = 72.4380, GNorm = 0.2591, lr_0 = 9.6818e-04
Validation prc-auc = 0.026413
Epoch 651
Validation prc-auc = 0.026290
Epoch 652
Validation prc-auc = 0.026653
Epoch 653
Validation prc-auc = 0.026066
Epoch 654
Validation prc-auc = 0.026266
Epoch 655
Loss = 7.3389e-02, PNorm = 72.4745, GNorm = 0.9700, lr_0 = 9.6794e-04
Loss = 8.4296e-03, PNorm = 72.4764, GNorm = 0.5655, lr_0 = 9.6792e-04
Validation prc-auc = 0.026300
Epoch 656
Validation prc-auc = 0.026879
Epoch 657
Validation prc-auc = 0.027569
Epoch 658
Validation prc-auc = 0.028472
Epoch 659
Validation prc-auc = 0.029371
Epoch 660
Loss = 4.6043e-03, PNorm = 72.5058, GNorm = 0.1106, lr_0 = 9.6770e-04
Validation prc-auc = 0.029159
Epoch 661
Validation prc-auc = 0.027320
Epoch 662
Validation prc-auc = 0.030582
Epoch 663
Validation prc-auc = 0.033049
Epoch 664
Validation prc-auc = 0.030089
Epoch 665
Loss = 4.0058e-01, PNorm = 72.6108, GNorm = 3.4127, lr_0 = 9.6744e-04
Validation prc-auc = 0.026734
Epoch 666
Validation prc-auc = 0.026444
Epoch 667
Validation prc-auc = 0.027376
Epoch 668
Validation prc-auc = 0.028526
Epoch 669
Loss = 2.3882e-02, PNorm = 72.7482, GNorm = 0.6414, lr_0 = 9.6722e-04
Loss = 2.4380e-02, PNorm = 72.7579, GNorm = 0.8008, lr_0 = 9.6720e-04
Validation prc-auc = 0.029467
Epoch 670
Validation prc-auc = 0.030315
Epoch 671
Validation prc-auc = 0.031176
Epoch 672
Validation prc-auc = 0.029244
Epoch 673
Validation prc-auc = 0.029428
Epoch 674
Loss = 1.3458e-01, PNorm = 72.8932, GNorm = 3.2815, lr_0 = 9.6696e-04
Validation prc-auc = 0.029229
Epoch 675
Validation prc-auc = 0.029541
Epoch 676
Validation prc-auc = 0.028868
Epoch 677
Validation prc-auc = 0.029193
Epoch 678
Validation prc-auc = 0.027696
Epoch 679
Loss = 2.3084e-02, PNorm = 72.9990, GNorm = 0.7582, lr_0 = 9.6672e-04
Validation prc-auc = 0.026955
Epoch 680
Validation prc-auc = 0.027085
Epoch 681
Validation prc-auc = 0.026566
Epoch 682
Validation prc-auc = 0.026514
Epoch 683
Loss = 3.2894e-02, PNorm = 73.0754, GNorm = 0.2973, lr_0 = 9.6648e-04
Validation prc-auc = 0.024927
Epoch 684
Validation prc-auc = 0.023793
Epoch 685
Validation prc-auc = 0.023464
Epoch 686
Validation prc-auc = 0.025359
Epoch 687
Validation prc-auc = 0.028146
Epoch 688
Loss = 3.3930e-02, PNorm = 73.1672, GNorm = 1.3495, lr_0 = 9.6624e-04
Loss = 6.4044e-01, PNorm = 73.1727, GNorm = 8.6779, lr_0 = 9.6622e-04
Validation prc-auc = 0.029710
Epoch 689
Validation prc-auc = 0.030550
Epoch 690
Validation prc-auc = 0.031319
Epoch 691
Validation prc-auc = 0.033485
Epoch 692
Validation prc-auc = 0.033184
Epoch 693
Loss = 7.1971e-02, PNorm = 73.2845, GNorm = 1.1208, lr_0 = 9.6600e-04
Validation prc-auc = 0.033510
Epoch 694
Validation prc-auc = 0.033029
Epoch 695
Validation prc-auc = 0.033179
Epoch 696
Validation prc-auc = 0.032213
Epoch 697
Validation prc-auc = 0.030008
Epoch 698
Loss = 2.8392e-02, PNorm = 73.3825, GNorm = 0.7066, lr_0 = 9.6574e-04
Validation prc-auc = 0.028764
Epoch 699
Validation prc-auc = 0.027020
Epoch 700
Validation prc-auc = 0.025413
Epoch 701
Validation prc-auc = 0.024753
Epoch 702
Loss = 2.6490e-02, PNorm = 73.4763, GNorm = 0.6425, lr_0 = 9.6552e-04
Loss = 4.7649e-04, PNorm = 73.4850, GNorm = 0.0189, lr_0 = 9.6550e-04
Validation prc-auc = 0.025374
Epoch 703
Validation prc-auc = 0.026227
Epoch 704
Validation prc-auc = 0.025508
Epoch 705
Validation prc-auc = 0.023745
Epoch 706
Validation prc-auc = 0.021314
Epoch 707
Loss = 2.9059e-01, PNorm = 73.6058, GNorm = 4.2870, lr_0 = 9.6526e-04
Loss = 1.4468e-01, PNorm = 73.6226, GNorm = 4.8177, lr_0 = 9.6525e-04
Validation prc-auc = 0.023100
Epoch 708
Validation prc-auc = 0.024790
Epoch 709
Validation prc-auc = 0.025811
Epoch 710
Validation prc-auc = 0.026235
Epoch 711
Validation prc-auc = 0.026885
Epoch 712
Loss = 1.2917e-01, PNorm = 73.8296, GNorm = 1.3750, lr_0 = 9.6502e-04
Validation prc-auc = 0.025647
Epoch 713
Validation prc-auc = 0.024989
Epoch 714
Validation prc-auc = 0.024737
Epoch 715
Validation prc-auc = 0.025524
Epoch 716
Loss = 9.7346e-02, PNorm = 74.0731, GNorm = 6.9768, lr_0 = 9.6479e-04
Validation prc-auc = 0.026337
Epoch 717
Validation prc-auc = 0.026207
Epoch 718
Validation prc-auc = 0.025892
Epoch 719
Validation prc-auc = 0.024965
Epoch 720
Validation prc-auc = 0.025093
Epoch 721
Loss = 5.9893e-02, PNorm = 74.2509, GNorm = 0.0982, lr_0 = 9.6455e-04
Loss = 2.7046e-01, PNorm = 74.2603, GNorm = 8.7982, lr_0 = 9.6453e-04
Validation prc-auc = 0.025917
Epoch 722
Validation prc-auc = 0.026113
Epoch 723
Validation prc-auc = 0.027814
Epoch 724
Validation prc-auc = 0.029459
Epoch 725
Validation prc-auc = 0.030237
Epoch 726
Loss = 5.6475e-02, PNorm = 74.4561, GNorm = 1.0057, lr_0 = 9.6431e-04
Validation prc-auc = 0.031236
Epoch 727
Validation prc-auc = 0.031088
Epoch 728
Validation prc-auc = 0.030305
Epoch 729
Validation prc-auc = 0.030090
Epoch 730
Validation prc-auc = 0.030085
Epoch 731
Loss = 4.4955e-02, PNorm = 74.6598, GNorm = 0.9103, lr_0 = 9.6405e-04
Validation prc-auc = 0.028847
Epoch 732
Validation prc-auc = 0.028192
Epoch 733
Validation prc-auc = 0.028433
Epoch 734
Validation prc-auc = 0.028223
Epoch 735
Loss = 3.3606e-02, PNorm = 74.7667, GNorm = 0.9779, lr_0 = 9.6383e-04
Loss = 5.0203e-02, PNorm = 74.7758, GNorm = 1.7122, lr_0 = 9.6381e-04
Validation prc-auc = 0.028507
Epoch 736
Validation prc-auc = 0.028570
Epoch 737
Validation prc-auc = 0.028710
Epoch 738
Validation prc-auc = 0.028134
Epoch 739
Validation prc-auc = 0.025678
Epoch 740
Loss = 5.5950e-02, PNorm = 74.8723, GNorm = 1.0009, lr_0 = 9.6357e-04
Loss = 1.4203e-03, PNorm = 74.8811, GNorm = 0.0445, lr_0 = 9.6355e-04
Validation prc-auc = 0.022470
Epoch 741
Validation prc-auc = 0.021264
Epoch 742
Validation prc-auc = 0.021771
Epoch 743
Validation prc-auc = 0.023343
Epoch 744
Validation prc-auc = 0.023475
Epoch 745
Loss = 7.4079e-02, PNorm = 75.0141, GNorm = 0.5548, lr_0 = 9.6333e-04
Validation prc-auc = 0.022882
Epoch 746
Validation prc-auc = 0.022139
Epoch 747
Validation prc-auc = 0.021801
Epoch 748
Validation prc-auc = 0.021701
Epoch 749
Loss = 1.8831e-02, PNorm = 75.1018, GNorm = 1.1660, lr_0 = 9.6309e-04
Validation prc-auc = 0.021930
Epoch 750
Validation prc-auc = 0.022306
Epoch 751
Validation prc-auc = 0.022518
Epoch 752
Validation prc-auc = 0.022659
Epoch 753
Validation prc-auc = 0.022860
Epoch 754
Loss = 3.8618e-02, PNorm = 75.1550, GNorm = 0.5947, lr_0 = 9.6285e-04
Loss = 1.2585e-03, PNorm = 75.1577, GNorm = 0.0391, lr_0 = 9.6284e-04
Validation prc-auc = 0.022830
Epoch 755
Validation prc-auc = 0.022987
Epoch 756
Validation prc-auc = 0.022563
Epoch 757
Validation prc-auc = 0.022856
Epoch 758
Validation prc-auc = 0.023050
Epoch 759
Loss = 5.1449e-03, PNorm = 75.1917, GNorm = 0.1270, lr_0 = 9.6262e-04
Validation prc-auc = 0.023146
Epoch 760
Validation prc-auc = 0.023321
Epoch 761
Validation prc-auc = 0.023282
Epoch 762
Validation prc-auc = 0.023148
Epoch 763
Validation prc-auc = 0.022802
Epoch 764
Loss = 2.5084e-02, PNorm = 75.2262, GNorm = 0.8929, lr_0 = 9.6236e-04
Validation prc-auc = 0.022362
Epoch 765
Validation prc-auc = 0.022790
Epoch 766
Validation prc-auc = 0.024590
Epoch 767
Validation prc-auc = 0.025117
Epoch 768
Loss = 3.3136e-03, PNorm = 75.2839, GNorm = 0.0408, lr_0 = 9.6214e-04
Loss = 3.5517e-04, PNorm = 75.2885, GNorm = 0.0158, lr_0 = 9.6212e-04
Validation prc-auc = 0.025476
Epoch 769
Validation prc-auc = 0.025369
Epoch 770
Validation prc-auc = 0.025441
Epoch 771
Validation prc-auc = 0.025805
Epoch 772
Validation prc-auc = 0.025750
Epoch 773
Loss = 2.8563e-02, PNorm = 75.3302, GNorm = 0.8662, lr_0 = 9.6188e-04
Loss = 1.7674e-03, PNorm = 75.3316, GNorm = 0.0687, lr_0 = 9.6186e-04
Validation prc-auc = 0.025572
Epoch 774
Validation prc-auc = 0.025330
Epoch 775
Validation prc-auc = 0.024484
Epoch 776
Validation prc-auc = 0.024866
Epoch 777
Validation prc-auc = 0.027082
Epoch 778
Loss = 1.5635e-02, PNorm = 75.3810, GNorm = 0.4845, lr_0 = 9.6164e-04
Validation prc-auc = 0.029641
Epoch 779
Validation prc-auc = 0.031080
Epoch 780
Validation prc-auc = 0.030893
Epoch 781
Validation prc-auc = 0.030452
Epoch 782
Validation prc-auc = 0.029891
Epoch 783
Loss = 7.5941e-02, PNorm = 75.4366, GNorm = 1.1082, lr_0 = 9.6139e-04
Validation prc-auc = 0.028951
Epoch 784
Validation prc-auc = 0.028680
Epoch 785
Validation prc-auc = 0.028423
Epoch 786
Validation prc-auc = 0.027782
Epoch 787
Loss = 3.1189e-02, PNorm = 75.5425, GNorm = 0.8068, lr_0 = 9.6117e-04
Loss = 8.3129e-03, PNorm = 75.5541, GNorm = 0.3590, lr_0 = 9.6115e-04
Validation prc-auc = 0.025904
Epoch 788
Validation prc-auc = 0.023354
Epoch 789
Validation prc-auc = 0.021265
Epoch 790
Validation prc-auc = 0.020551
Epoch 791
Validation prc-auc = 0.020714
Epoch 792
Loss = 3.1956e-02, PNorm = 75.6642, GNorm = 1.3484, lr_0 = 9.6093e-04
Validation prc-auc = 0.020448
Epoch 793
Validation prc-auc = 0.020775
Epoch 794
Validation prc-auc = 0.020848
Epoch 795
Validation prc-auc = 0.020896
Epoch 796
Validation prc-auc = 0.020136
Epoch 797
Loss = 6.6586e-02, PNorm = 75.7877, GNorm = 2.1102, lr_0 = 9.6067e-04
Validation prc-auc = 0.019837
Epoch 798
Validation prc-auc = 0.020533
Epoch 799
Validation prc-auc = 0.025232
Epoch 800
Validation prc-auc = 0.029421
Epoch 801
Loss = 1.2621e-02, PNorm = 75.9534, GNorm = 0.4478, lr_0 = 9.6045e-04
Loss = 1.7676e-03, PNorm = 75.9645, GNorm = 0.0724, lr_0 = 9.6043e-04
Validation prc-auc = 0.030548
Epoch 802
Validation prc-auc = 0.031019
Epoch 803
Validation prc-auc = 0.030810
Epoch 804
Validation prc-auc = 0.030159
Epoch 805
Validation prc-auc = 0.030045
Epoch 806
Loss = 3.1977e-02, PNorm = 76.0643, GNorm = 0.1509, lr_0 = 9.6019e-04
Loss = 1.2112e-02, PNorm = 76.0699, GNorm = 0.3954, lr_0 = 9.6018e-04
Validation prc-auc = 0.029189
Epoch 807
Validation prc-auc = 0.028018
Epoch 808
Validation prc-auc = 0.027933
Epoch 809
Validation prc-auc = 0.027351
Epoch 810
Validation prc-auc = 0.027081
Epoch 811
Loss = 1.6473e-02, PNorm = 76.1275, GNorm = 0.5680, lr_0 = 9.5996e-04
Validation prc-auc = 0.026394
Epoch 812
Validation prc-auc = 0.027310
Epoch 813
Validation prc-auc = 0.027313
Epoch 814
Validation prc-auc = 0.028080
Epoch 815
Validation prc-auc = 0.027361
Epoch 816
Loss = 1.5852e-02, PNorm = 76.2697, GNorm = 0.3721, lr_0 = 9.5970e-04
Validation prc-auc = 0.027074
Epoch 817
Validation prc-auc = 0.026268
Epoch 818
Validation prc-auc = 0.026191
Epoch 819
Validation prc-auc = 0.025933
Epoch 820
Loss = 2.1906e-01, PNorm = 76.3753, GNorm = 1.0548, lr_0 = 9.5948e-04
Loss = 9.9240e-03, PNorm = 76.3811, GNorm = 0.5929, lr_0 = 9.5946e-04
Validation prc-auc = 0.026487
Epoch 821
Validation prc-auc = 0.026937
Epoch 822
Validation prc-auc = 0.027056
Epoch 823
Validation prc-auc = 0.027124
Epoch 824
Validation prc-auc = 0.026083
Epoch 825
Loss = 2.3827e-02, PNorm = 76.4365, GNorm = 0.6033, lr_0 = 9.5924e-04
Validation prc-auc = 0.025323
Epoch 826
Validation prc-auc = 0.024643
Epoch 827
Validation prc-auc = 0.025238
Epoch 828
Validation prc-auc = 0.026140
Epoch 829
Validation prc-auc = 0.027512
Epoch 830
Loss = 5.8878e-03, PNorm = 76.4972, GNorm = 0.1446, lr_0 = 9.5899e-04
Validation prc-auc = 0.028098
Epoch 831
Validation prc-auc = 0.027712
Epoch 832
Validation prc-auc = 0.027052
Epoch 833
Validation prc-auc = 0.026611
Epoch 834
Loss = 1.2141e-02, PNorm = 76.5246, GNorm = 0.2228, lr_0 = 9.5877e-04
Loss = 4.1691e-03, PNorm = 76.5260, GNorm = 0.1802, lr_0 = 9.5875e-04
Validation prc-auc = 0.026416
Epoch 835
Validation prc-auc = 0.025487
Epoch 836
Validation prc-auc = 0.025342
Epoch 837
Validation prc-auc = 0.025290
Epoch 838
Validation prc-auc = 0.025073
Epoch 839
Loss = 5.7755e-03, PNorm = 76.5487, GNorm = 0.1197, lr_0 = 9.5851e-04
Loss = 8.6055e-04, PNorm = 76.5504, GNorm = 0.0313, lr_0 = 9.5849e-04
Validation prc-auc = 0.024881
Epoch 840
Validation prc-auc = 0.024957
Epoch 841
Validation prc-auc = 0.025177
Epoch 842
Validation prc-auc = 0.025366
Epoch 843
Validation prc-auc = 0.026746
Epoch 844
Loss = 1.4752e-02, PNorm = 76.5684, GNorm = 0.3504, lr_0 = 9.5827e-04
Validation prc-auc = 0.028881
Epoch 845
Validation prc-auc = 0.029918
Epoch 846
Validation prc-auc = 0.029998
Epoch 847
Validation prc-auc = 0.029684
Epoch 848
Validation prc-auc = 0.029678
Epoch 849
Loss = 7.7406e-02, PNorm = 76.6422, GNorm = 0.9843, lr_0 = 9.5802e-04
Validation prc-auc = 0.029439
Epoch 850
Validation prc-auc = 0.028861
Epoch 851
Validation prc-auc = 0.027749
Epoch 852
Validation prc-auc = 0.026881
Epoch 853
Loss = 9.7324e-03, PNorm = 76.6890, GNorm = 0.3773, lr_0 = 9.5780e-04
Loss = 1.7164e-04, PNorm = 76.6919, GNorm = 0.0116, lr_0 = 9.5778e-04
Validation prc-auc = 0.027007
Epoch 854
Validation prc-auc = 0.027475
Epoch 855
Validation prc-auc = 0.027653
Epoch 856
Validation prc-auc = 0.027538
Epoch 857
Validation prc-auc = 0.027749
Epoch 858
Loss = 8.8503e-03, PNorm = 76.7207, GNorm = 0.0958, lr_0 = 9.5754e-04
Validation prc-auc = 0.027733
Epoch 859
Validation prc-auc = 0.027883
Epoch 860
Validation prc-auc = 0.027877
Epoch 861
Validation prc-auc = 0.027750
Epoch 862
Validation prc-auc = 0.027683
Epoch 863
Loss = 4.3366e-03, PNorm = 76.7539, GNorm = 0.1258, lr_0 = 9.5730e-04
Validation prc-auc = 0.028304
Epoch 864
Validation prc-auc = 0.029262
Epoch 865
Validation prc-auc = 0.029930
Epoch 866
Validation prc-auc = 0.030635
Epoch 867
Loss = 2.3405e-02, PNorm = 76.7844, GNorm = 0.2382, lr_0 = 9.5708e-04
Loss = 5.8464e-03, PNorm = 76.7871, GNorm = 0.2346, lr_0 = 9.5707e-04
Validation prc-auc = 0.030894
Epoch 868
Validation prc-auc = 0.031049
Epoch 869
Validation prc-auc = 0.031133
Epoch 870
Validation prc-auc = 0.030879
Epoch 871
Validation prc-auc = 0.029498
Epoch 872
Loss = 3.2927e-03, PNorm = 76.8197, GNorm = 0.0661, lr_0 = 9.5683e-04
Loss = 2.1968e-03, PNorm = 76.8217, GNorm = 0.0947, lr_0 = 9.5681e-04
Validation prc-auc = 0.028751
Epoch 873
Validation prc-auc = 0.028625
Epoch 874
Validation prc-auc = 0.028433
Epoch 875
Validation prc-auc = 0.028370
Epoch 876
Validation prc-auc = 0.028937
Epoch 877
Loss = 2.0108e-03, PNorm = 76.8432, GNorm = 0.0590, lr_0 = 9.5659e-04
Validation prc-auc = 0.028198
Epoch 878
Validation prc-auc = 0.027666
Epoch 879
Validation prc-auc = 0.027364
Epoch 880
Validation prc-auc = 0.027119
Epoch 881
Validation prc-auc = 0.027765
Epoch 882
Loss = 1.0273e-03, PNorm = 76.8565, GNorm = 0.0268, lr_0 = 9.5634e-04
Validation prc-auc = 0.028336
Epoch 883
Validation prc-auc = 0.028476
Epoch 884
Validation prc-auc = 0.028281
Epoch 885
Validation prc-auc = 0.027992
Epoch 886
Loss = 1.3622e-02, PNorm = 76.8712, GNorm = 0.8523, lr_0 = 9.5612e-04
Loss = 1.4488e-04, PNorm = 76.8726, GNorm = 0.0083, lr_0 = 9.5610e-04
Validation prc-auc = 0.028192
Epoch 887
Validation prc-auc = 0.028490
Epoch 888
Validation prc-auc = 0.028714
Epoch 889
Validation prc-auc = 0.028886
Epoch 890
Validation prc-auc = 0.029249
Epoch 891
Loss = 4.0553e-03, PNorm = 76.8898, GNorm = 0.0245, lr_0 = 9.5586e-04
Validation prc-auc = 0.029086
Epoch 892
Validation prc-auc = 0.027347
Epoch 893
Validation prc-auc = 0.026144
Epoch 894
Validation prc-auc = 0.025172
Epoch 895
Validation prc-auc = 0.024892
Epoch 896
Loss = 4.7651e-03, PNorm = 76.9093, GNorm = 0.1481, lr_0 = 9.5563e-04
Validation prc-auc = 0.024414
Epoch 897
Validation prc-auc = 0.025878
Epoch 898
Validation prc-auc = 0.032200
Epoch 899
Validation prc-auc = 0.034793
Epoch 900
Loss = 1.8143e-02, PNorm = 76.9954, GNorm = 0.3187, lr_0 = 9.5541e-04
Loss = 2.1213e-01, PNorm = 77.0033, GNorm = 8.6366, lr_0 = 9.5539e-04
Validation prc-auc = 0.037299
Epoch 901
Validation prc-auc = 0.037957
Epoch 902
Validation prc-auc = 0.037447
Epoch 903
Validation prc-auc = 0.034924
Epoch 904
Validation prc-auc = 0.032820
Epoch 905
Loss = 2.7973e-02, PNorm = 77.1394, GNorm = 1.4093, lr_0 = 9.5515e-04
Loss = 4.0388e-03, PNorm = 77.1486, GNorm = 0.1140, lr_0 = 9.5513e-04
Validation prc-auc = 0.029444
Epoch 906
Validation prc-auc = 0.028353
Epoch 907
Validation prc-auc = 0.025883
Epoch 908
Validation prc-auc = 0.024441
Epoch 909
Validation prc-auc = 0.024723
Epoch 910
Loss = 1.1360e-02, PNorm = 77.2398, GNorm = 0.2872, lr_0 = 9.5491e-04
Validation prc-auc = 0.026313
Epoch 911
Validation prc-auc = 0.027822
Epoch 912
Validation prc-auc = 0.029114
Epoch 913
Validation prc-auc = 0.029113
Epoch 914
Validation prc-auc = 0.028069
Epoch 915
Loss = 1.2928e-01, PNorm = 77.3526, GNorm = 2.4503, lr_0 = 9.5466e-04
Validation prc-auc = 0.030167
Epoch 916
Validation prc-auc = 0.032572
Epoch 917
Validation prc-auc = 0.032308
Epoch 918
Validation prc-auc = 0.027253
Epoch 919
Loss = 7.6833e-02, PNorm = 77.5174, GNorm = 0.9087, lr_0 = 9.5444e-04
Loss = 1.2443e-04, PNorm = 77.5290, GNorm = 0.0064, lr_0 = 9.5442e-04
Validation prc-auc = 0.027343
Epoch 920
Validation prc-auc = 0.029285
Epoch 921
Validation prc-auc = 0.030567
Epoch 922
Validation prc-auc = 0.032694
Epoch 923
Validation prc-auc = 0.033789
Epoch 924
Loss = 5.7524e-02, PNorm = 77.6495, GNorm = 0.8722, lr_0 = 9.5419e-04
Validation prc-auc = 0.033266
Epoch 925
Validation prc-auc = 0.032441
Epoch 926
Validation prc-auc = 0.031383
Epoch 927
Validation prc-auc = 0.032809
Epoch 928
Validation prc-auc = 0.033431
Epoch 929
Loss = 4.0137e-02, PNorm = 77.7660, GNorm = 1.1667, lr_0 = 9.5395e-04
Validation prc-auc = 0.033432
Epoch 930
Validation prc-auc = 0.032335
Epoch 931
Validation prc-auc = 0.030999
Epoch 932
Validation prc-auc = 0.029038
Epoch 933
Loss = 3.0595e-02, PNorm = 77.8414, GNorm = 0.2079, lr_0 = 9.5371e-04
Validation prc-auc = 0.028066
Epoch 934
Validation prc-auc = 0.027857
Epoch 935
Validation prc-auc = 0.028455
Epoch 936
Validation prc-auc = 0.029124
Epoch 937
Validation prc-auc = 0.029547
Epoch 938
Loss = 1.2931e-01, PNorm = 77.9061, GNorm = 0.0266, lr_0 = 9.5348e-04
Loss = 6.2275e-03, PNorm = 77.9089, GNorm = 0.2075, lr_0 = 9.5346e-04
Validation prc-auc = 0.029765
Epoch 939
Validation prc-auc = 0.029359
Epoch 940
Validation prc-auc = 0.028948
Epoch 941
Validation prc-auc = 0.028791
Epoch 942
Validation prc-auc = 0.028873
Epoch 943
Loss = 2.1360e-02, PNorm = 77.9401, GNorm = 0.6170, lr_0 = 9.5324e-04
Validation prc-auc = 0.029226
Epoch 944
Validation prc-auc = 0.029055
Epoch 945
Validation prc-auc = 0.029123
Epoch 946
Validation prc-auc = 0.029167
Epoch 947
Validation prc-auc = 0.029457
Epoch 948
Loss = 5.4865e-03, PNorm = 77.9690, GNorm = 0.2023, lr_0 = 9.5299e-04
Validation prc-auc = 0.029472
Epoch 949
Validation prc-auc = 0.029909
Epoch 950
Validation prc-auc = 0.030131
Epoch 951
Validation prc-auc = 0.029633
Epoch 952
Loss = 3.4779e-03, PNorm = 77.9961, GNorm = 0.0964, lr_0 = 9.5277e-04
Loss = 1.6376e-03, PNorm = 78.0045, GNorm = 0.0581, lr_0 = 9.5275e-04
Validation prc-auc = 0.028563
Epoch 953
Validation prc-auc = 0.028628
Epoch 954
Validation prc-auc = 0.029815
Epoch 955
Validation prc-auc = 0.031514
Epoch 956
Validation prc-auc = 0.030411
Epoch 957
Loss = 1.3562e-01, PNorm = 78.1554, GNorm = 2.5874, lr_0 = 9.5251e-04
Loss = 4.9923e-05, PNorm = 78.1661, GNorm = 0.0018, lr_0 = 9.5250e-04
Validation prc-auc = 0.030391
Epoch 958
Validation prc-auc = 0.026617
Epoch 959
Validation prc-auc = 0.024036
Epoch 960
Validation prc-auc = 0.023474
Epoch 961
Validation prc-auc = 0.024416
Epoch 962
Loss = 1.7765e-02, PNorm = 78.2971, GNorm = 0.4906, lr_0 = 9.5228e-04
Validation prc-auc = 0.024907
Epoch 963
Validation prc-auc = 0.025049
Epoch 964
Validation prc-auc = 0.024995
Epoch 965
Validation prc-auc = 0.025265
Epoch 966
Loss = 3.3953e-02, PNorm = 78.4208, GNorm = 0.3956, lr_0 = 9.5204e-04
Validation prc-auc = 0.025056
Epoch 967
Validation prc-auc = 0.024602
Epoch 968
Validation prc-auc = 0.025091
Epoch 969
Validation prc-auc = 0.025139
Epoch 970
Validation prc-auc = 0.025567
Epoch 971
Loss = 4.9841e-03, PNorm = 78.4907, GNorm = 0.0328, lr_0 = 9.5180e-04
Loss = 8.4981e-04, PNorm = 78.4951, GNorm = 0.0284, lr_0 = 9.5179e-04
Validation prc-auc = 0.025781
Epoch 972
Validation prc-auc = 0.026070
Epoch 973
Validation prc-auc = 0.025790
Epoch 974
Validation prc-auc = 0.025745
Epoch 975
Validation prc-auc = 0.025730
Epoch 976
Loss = 1.2157e-01, PNorm = 78.5362, GNorm = 0.9219, lr_0 = 9.5157e-04
Validation prc-auc = 0.025601
Epoch 977
Validation prc-auc = 0.024834
Epoch 978
Validation prc-auc = 0.023656
Epoch 979
Validation prc-auc = 0.023099
Epoch 980
Validation prc-auc = 0.022426
Epoch 981
Loss = 2.3837e-02, PNorm = 78.5881, GNorm = 0.6313, lr_0 = 9.5132e-04
Validation prc-auc = 0.022838
Epoch 982
Validation prc-auc = 0.024003
Epoch 983
Validation prc-auc = 0.026776
Epoch 984
Validation prc-auc = 0.028288
Epoch 985
Loss = 4.8719e-02, PNorm = 78.7168, GNorm = 0.1488, lr_0 = 9.5110e-04
Loss = 2.7653e-04, PNorm = 78.7242, GNorm = 0.0098, lr_0 = 9.5108e-04
Validation prc-auc = 0.029390
Epoch 986
Validation prc-auc = 0.029988
Epoch 987
Validation prc-auc = 0.030666
Epoch 988
Validation prc-auc = 0.030905
Epoch 989
Validation prc-auc = 0.030310
Epoch 990
Loss = 1.5996e-02, PNorm = 78.7931, GNorm = 0.4737, lr_0 = 9.5084e-04
Loss = 1.5970e-02, PNorm = 78.7957, GNorm = 0.8376, lr_0 = 9.5083e-04
Validation prc-auc = 0.029398
Epoch 991
Validation prc-auc = 0.027320
Epoch 992
Validation prc-auc = 0.026322
Epoch 993
Validation prc-auc = 0.026830
Epoch 994
Validation prc-auc = 0.027086
Epoch 995
Loss = 3.9810e-02, PNorm = 78.9145, GNorm = 0.6689, lr_0 = 9.5061e-04
Validation prc-auc = 0.027713
Epoch 996
Validation prc-auc = 0.027589
Epoch 997
Validation prc-auc = 0.026803
Epoch 998
Validation prc-auc = 0.026987
Epoch 999
Loss = 2.2490e-02, PNorm = 79.0436, GNorm = 1.1856, lr_0 = 9.5037e-04
Validation prc-auc = 0.027181
Epoch 1000
Validation prc-auc = 0.027551
Epoch 1001
Validation prc-auc = 0.028997
Epoch 1002
Validation prc-auc = 0.029344
Epoch 1003
Validation prc-auc = 0.031422
Epoch 1004
Loss = 4.2159e-02, PNorm = 79.1191, GNorm = 1.8893, lr_0 = 9.5014e-04
Loss = 4.2409e-04, PNorm = 79.1238, GNorm = 0.0179, lr_0 = 9.5012e-04
Validation prc-auc = 0.033695
Epoch 1005
Validation prc-auc = 0.035396
Epoch 1006
Validation prc-auc = 0.034425
Epoch 1007
Validation prc-auc = 0.033159
Epoch 1008
Validation prc-auc = 0.034747
Epoch 1009
Loss = 4.5212e-03, PNorm = 79.1849, GNorm = 0.1618, lr_0 = 9.4990e-04
Validation prc-auc = 0.037795
Epoch 1010
Validation prc-auc = 0.040034
Epoch 1011
Validation prc-auc = 0.041682
Epoch 1012
Validation prc-auc = 0.043191
Epoch 1013
Validation prc-auc = 0.042250
Epoch 1014
Loss = 2.2929e-02, PNorm = 79.2315, GNorm = 0.6549, lr_0 = 9.4965e-04
Validation prc-auc = 0.041592
Epoch 1015
Validation prc-auc = 0.040526
Epoch 1016
Validation prc-auc = 0.039584
Epoch 1017
Validation prc-auc = 0.038346
Epoch 1018
Loss = 1.3199e-02, PNorm = 79.2639, GNorm = 0.3194, lr_0 = 9.4943e-04
Loss = 5.6656e-03, PNorm = 79.2676, GNorm = 0.2044, lr_0 = 9.4941e-04
Validation prc-auc = 0.036442
Epoch 1019
Validation prc-auc = 0.034897
Epoch 1020
Validation prc-auc = 0.033618
Epoch 1021
Validation prc-auc = 0.033889
Epoch 1022
Validation prc-auc = 0.033100
Epoch 1023
Loss = 1.9132e-02, PNorm = 79.3129, GNorm = 0.2034, lr_0 = 9.4918e-04
Loss = 4.0002e-03, PNorm = 79.3153, GNorm = 0.2383, lr_0 = 9.4916e-04
Validation prc-auc = 0.032553
Epoch 1024
Validation prc-auc = 0.033403
Epoch 1025
Validation prc-auc = 0.033135
Epoch 1026
Validation prc-auc = 0.032477
Epoch 1027
Validation prc-auc = 0.032151
Epoch 1028
Loss = 8.4214e-03, PNorm = 79.3703, GNorm = 0.1684, lr_0 = 9.4894e-04
Validation prc-auc = 0.032082
Epoch 1029
Validation prc-auc = 0.031688
Epoch 1030
Validation prc-auc = 0.032443
Epoch 1031
Validation prc-auc = 0.032323
Epoch 1032
Validation prc-auc = 0.031911
Epoch 1033
Loss = 1.0701e-03, PNorm = 79.4311, GNorm = 0.0228, lr_0 = 9.4869e-04
Validation prc-auc = 0.031631
Epoch 1034
Validation prc-auc = 0.031408
Epoch 1035
Validation prc-auc = 0.030209
Epoch 1036
Validation prc-auc = 0.029598
Epoch 1037
Loss = 2.9039e-02, PNorm = 79.4655, GNorm = 0.0442, lr_0 = 9.4847e-04
Loss = 1.3023e-01, PNorm = 79.4693, GNorm = 13.3329, lr_0 = 9.4845e-04
Validation prc-auc = 0.029041
Epoch 1038
Validation prc-auc = 0.026856
Epoch 1039
Validation prc-auc = 0.025365
Epoch 1040
Validation prc-auc = 0.024749
Epoch 1041
Validation prc-auc = 0.023544
Epoch 1042
Loss = 9.9331e-04, PNorm = 79.5456, GNorm = 0.0448, lr_0 = 9.4823e-04
Validation prc-auc = 0.023131
Epoch 1043
Validation prc-auc = 0.023402
Epoch 1044
Validation prc-auc = 0.022300
Epoch 1045
Validation prc-auc = 0.022333
Epoch 1046
Validation prc-auc = 0.023336
Epoch 1047
Loss = 7.0057e-03, PNorm = 79.6159, GNorm = 0.2604, lr_0 = 9.4798e-04
Validation prc-auc = 0.025404
Epoch 1048
Validation prc-auc = 0.026120
Epoch 1049
Validation prc-auc = 0.026591
Epoch 1050
Validation prc-auc = 0.026978
Epoch 1051
Loss = 7.3141e-03, PNorm = 79.6695, GNorm = 0.2236, lr_0 = 9.4776e-04
Loss = 9.4864e-05, PNorm = 79.6725, GNorm = 0.0037, lr_0 = 9.4775e-04
Validation prc-auc = 0.026844
Epoch 1052
Validation prc-auc = 0.026666
Epoch 1053
Validation prc-auc = 0.026765
Epoch 1054
Validation prc-auc = 0.026830
Epoch 1055
Validation prc-auc = 0.027076
Epoch 1056
Loss = 4.3815e-03, PNorm = 79.7066, GNorm = 0.1989, lr_0 = 9.4751e-04
Loss = 6.8172e-03, PNorm = 79.7094, GNorm = 0.2453, lr_0 = 9.4749e-04
Validation prc-auc = 0.026680
Epoch 1057
Validation prc-auc = 0.027144
Epoch 1058
Validation prc-auc = 0.027421
Epoch 1059
Validation prc-auc = 0.027223
Epoch 1060
Validation prc-auc = 0.026255
Epoch 1061
Loss = 8.2195e-03, PNorm = 79.7416, GNorm = 0.3741, lr_0 = 9.4728e-04
Validation prc-auc = 0.025516
Epoch 1062
Validation prc-auc = 0.025589
Epoch 1063
Validation prc-auc = 0.025969
Epoch 1064
Validation prc-auc = 0.026252
Epoch 1065
Validation prc-auc = 0.026329
Epoch 1066
Loss = 3.1233e-03, PNorm = 79.7882, GNorm = 0.1255, lr_0 = 9.4702e-04
Validation prc-auc = 0.025968
Epoch 1067
Validation prc-auc = 0.026069
Epoch 1068
Validation prc-auc = 0.025848
Epoch 1069
Validation prc-auc = 0.025597
Epoch 1070
Loss = 7.9681e-04, PNorm = 79.8133, GNorm = 0.0383, lr_0 = 9.4681e-04
Loss = 5.5984e-04, PNorm = 79.8146, GNorm = 0.0213, lr_0 = 9.4679e-04
Validation prc-auc = 0.025920
Epoch 1071
Validation prc-auc = 0.026092
Epoch 1072
Validation prc-auc = 0.025841
Epoch 1073
Validation prc-auc = 0.024775
Epoch 1074
Validation prc-auc = 0.024158
Epoch 1075
Loss = 3.3909e-03, PNorm = 79.8306, GNorm = 0.0988, lr_0 = 9.4657e-04
Validation prc-auc = 0.024892
Epoch 1076
Validation prc-auc = 0.024008
Epoch 1077
Validation prc-auc = 0.020873
Epoch 1078
Validation prc-auc = 0.018993
Epoch 1079
Validation prc-auc = 0.018112
Epoch 1080
Loss = 3.5554e-01, PNorm = 79.8923, GNorm = 7.2641, lr_0 = 9.4632e-04
Validation prc-auc = 0.021697
Epoch 1081
Validation prc-auc = 0.026341
Epoch 1082
Validation prc-auc = 0.031048
Epoch 1083
Validation prc-auc = 0.032945
Epoch 1084
Loss = 3.8997e-02, PNorm = 79.9482, GNorm = 0.9379, lr_0 = 9.4610e-04
Loss = 3.6319e-01, PNorm = 79.9511, GNorm = 11.1106, lr_0 = 9.4608e-04
Validation prc-auc = 0.032194
Epoch 1085
Validation prc-auc = 0.031846
Epoch 1086
Validation prc-auc = 0.033570
Epoch 1087
Validation prc-auc = 0.033885
Epoch 1088
Validation prc-auc = 0.035839
Epoch 1089
Loss = 1.4280e-01, PNorm = 80.1443, GNorm = 1.4334, lr_0 = 9.4585e-04
Loss = 3.0310e-02, PNorm = 80.1619, GNorm = 1.5837, lr_0 = 9.4583e-04
Validation prc-auc = 0.038010
Epoch 1090
Validation prc-auc = 0.036009
Epoch 1091
Validation prc-auc = 0.038083
Epoch 1092
Validation prc-auc = 0.039254
Epoch 1093
Validation prc-auc = 0.034747
Epoch 1094
Loss = 3.7117e-01, PNorm = 80.4202, GNorm = 3.8297, lr_0 = 9.4561e-04
Validation prc-auc = 0.027392
Epoch 1095
Validation prc-auc = 0.027249
Epoch 1096
Validation prc-auc = 0.033317
Epoch 1097
Validation prc-auc = 0.038604
Epoch 1098
Validation prc-auc = 0.041950
Epoch 1099
Loss = 5.8364e-02, PNorm = 80.7448, GNorm = 0.7682, lr_0 = 9.4536e-04
Validation prc-auc = 0.047682
Epoch 1100
Validation prc-auc = 0.050737
Epoch 1101
Validation prc-auc = 0.052790
Epoch 1102
Validation prc-auc = 0.052866
Epoch 1103
Loss = 3.6736e-02, PNorm = 80.9691, GNorm = 0.3519, lr_0 = 9.4515e-04
Loss = 3.0171e-03, PNorm = 80.9809, GNorm = 0.1001, lr_0 = 9.4513e-04
Validation prc-auc = 0.051764
Epoch 1104
Validation prc-auc = 0.049961
Epoch 1105
Validation prc-auc = 0.047045
Epoch 1106
Validation prc-auc = 0.045116
Epoch 1107
Validation prc-auc = 0.042227
Epoch 1108
Loss = 1.3168e-01, PNorm = 81.0868, GNorm = 1.3505, lr_0 = 9.4489e-04
Validation prc-auc = 0.041730
Epoch 1109
Validation prc-auc = 0.041049
Epoch 1110
Validation prc-auc = 0.043351
Epoch 1111
Validation prc-auc = 0.044320
Epoch 1112
Validation prc-auc = 0.043005
Epoch 1113
Loss = 3.7430e-02, PNorm = 81.1879, GNorm = 0.6936, lr_0 = 9.4466e-04
Validation prc-auc = 0.040538
Epoch 1114
Validation prc-auc = 0.040210
Epoch 1115
Validation prc-auc = 0.038764
Epoch 1116
Validation prc-auc = 0.037887
Epoch 1117
Loss = 4.5500e-02, PNorm = 81.2864, GNorm = 0.2201, lr_0 = 9.4444e-04
Loss = 7.4842e-03, PNorm = 81.2921, GNorm = 0.3056, lr_0 = 9.4443e-04
Validation prc-auc = 0.036710
Epoch 1118
Validation prc-auc = 0.035900
Epoch 1119
Validation prc-auc = 0.034752
Epoch 1120
Validation prc-auc = 0.037023
Epoch 1121
Validation prc-auc = 0.037410
Epoch 1122
Loss = 2.7531e-02, PNorm = 81.3701, GNorm = 0.2071, lr_0 = 9.4419e-04
Loss = 7.8336e-04, PNorm = 81.3759, GNorm = 0.0195, lr_0 = 9.4417e-04
Validation prc-auc = 0.036834
Epoch 1123
Validation prc-auc = 0.035758
Epoch 1124
Validation prc-auc = 0.035990
Epoch 1125
Validation prc-auc = 0.035801
Epoch 1126
Validation prc-auc = 0.035525
Epoch 1127
Loss = 1.4284e-02, PNorm = 81.4271, GNorm = 0.3184, lr_0 = 9.4396e-04
Validation prc-auc = 0.035216
Epoch 1128
Validation prc-auc = 0.035490
Epoch 1129
Validation prc-auc = 0.035399
Epoch 1130
Validation prc-auc = 0.035117
Epoch 1131
Validation prc-auc = 0.036353
Epoch 1132
Loss = 5.8167e-03, PNorm = 81.4583, GNorm = 0.2051, lr_0 = 9.4371e-04
Validation prc-auc = 0.035345
Epoch 1133
Validation prc-auc = 0.035334
Epoch 1134
Validation prc-auc = 0.036130
Epoch 1135
Validation prc-auc = 0.035104
Epoch 1136
Loss = 3.1606e-03, PNorm = 81.4775, GNorm = 0.0456, lr_0 = 9.4349e-04
Loss = 9.8801e-03, PNorm = 81.4788, GNorm = 0.3217, lr_0 = 9.4347e-04
Validation prc-auc = 0.035243
Epoch 1137
Validation prc-auc = 0.033608
Epoch 1138
Validation prc-auc = 0.032808
Epoch 1139
Validation prc-auc = 0.031721
Epoch 1140
Validation prc-auc = 0.031012
Epoch 1141
Loss = 1.1258e-01, PNorm = 81.4974, GNorm = 1.3671, lr_0 = 9.4324e-04
Validation prc-auc = 0.029362
Epoch 1142
Validation prc-auc = 0.028357
Epoch 1143
Validation prc-auc = 0.027809
Epoch 1144
Validation prc-auc = 0.027316
Epoch 1145
Validation prc-auc = 0.026829
Epoch 1146
Loss = 4.9251e-03, PNorm = 81.5266, GNorm = 0.2891, lr_0 = 9.4300e-04
Validation prc-auc = 0.027554
Epoch 1147
Validation prc-auc = 0.027938
Epoch 1148
Validation prc-auc = 0.028167
Epoch 1149
Validation prc-auc = 0.028189
Epoch 1150
Loss = 5.1551e-03, PNorm = 81.5480, GNorm = 0.0642, lr_0 = 9.4279e-04
Loss = 4.4063e-04, PNorm = 81.5499, GNorm = 0.0151, lr_0 = 9.4277e-04
Validation prc-auc = 0.028214
Epoch 1151
Validation prc-auc = 0.028188
Epoch 1152
Validation prc-auc = 0.028134
Epoch 1153
Validation prc-auc = 0.028977
Epoch 1154
Validation prc-auc = 0.028261
Epoch 1155
Loss = 1.2121e-02, PNorm = 81.5688, GNorm = 1.1480, lr_0 = 9.4253e-04
Loss = 1.1679e-04, PNorm = 81.5698, GNorm = 0.0045, lr_0 = 9.4252e-04
Validation prc-auc = 0.029002
Epoch 1156
Validation prc-auc = 0.030430
Epoch 1157
Validation prc-auc = 0.028965
Epoch 1158
Validation prc-auc = 0.028581
Epoch 1159
Validation prc-auc = 0.027843
Epoch 1160
Loss = 3.2828e-03, PNorm = 81.5815, GNorm = 0.1778, lr_0 = 9.4230e-04
Validation prc-auc = 0.027634
Epoch 1161
Validation prc-auc = 0.027730
Epoch 1162
Validation prc-auc = 0.028064
Epoch 1163
Validation prc-auc = 0.028568
Epoch 1164
Validation prc-auc = 0.028478
Epoch 1165
Loss = 2.1273e-03, PNorm = 81.5973, GNorm = 0.0459, lr_0 = 9.4205e-04
Validation prc-auc = 0.028369
Epoch 1166
Validation prc-auc = 0.028049
Epoch 1167
Validation prc-auc = 0.028254
Epoch 1168
Validation prc-auc = 0.027943
Epoch 1169
Loss = 6.5427e-03, PNorm = 81.6148, GNorm = 0.0277, lr_0 = 9.4183e-04
Loss = 4.6589e-05, PNorm = 81.6160, GNorm = 0.0032, lr_0 = 9.4182e-04
Validation prc-auc = 0.027646
Epoch 1170
Validation prc-auc = 0.027685
Epoch 1171
Validation prc-auc = 0.028571
Epoch 1172
Validation prc-auc = 0.028240
Epoch 1173
Validation prc-auc = 0.028210
Epoch 1174
Loss = 2.2226e-03, PNorm = 81.6393, GNorm = 0.0224, lr_0 = 9.4158e-04
Validation prc-auc = 0.028445
Epoch 1175
Validation prc-auc = 0.027789
Epoch 1176
Validation prc-auc = 0.027423
Epoch 1177
Validation prc-auc = 0.026667
Epoch 1178
Validation prc-auc = 0.026659
Epoch 1179
Loss = 1.0401e-02, PNorm = 81.6571, GNorm = 0.4518, lr_0 = 9.4135e-04
Validation prc-auc = 0.026175
Epoch 1180
Validation prc-auc = 0.027474
Epoch 1181
Validation prc-auc = 0.033112
Epoch 1182
Validation prc-auc = 0.033354
Epoch 1183
Loss = 6.2216e-03, PNorm = 81.6776, GNorm = 0.0025, lr_0 = 9.4112e-04
Validation prc-auc = 0.033133
Epoch 1184
Validation prc-auc = 0.032976
Epoch 1185
Validation prc-auc = 0.032951
Epoch 1186
Validation prc-auc = 0.032742
Epoch 1187
Validation prc-auc = 0.031066
Epoch 1188
Loss = 3.8991e-02, PNorm = 81.6945, GNorm = 1.1100, lr_0 = 9.4088e-04
Loss = 4.0288e-03, PNorm = 81.6962, GNorm = 0.1935, lr_0 = 9.4087e-04
Validation prc-auc = 0.030511
Epoch 1189
Validation prc-auc = 0.028990
Epoch 1190
Validation prc-auc = 0.027730
Epoch 1191
Validation prc-auc = 0.027472
Epoch 1192
Validation prc-auc = 0.027189
Epoch 1193
Loss = 5.3974e-03, PNorm = 81.7152, GNorm = 0.2414, lr_0 = 9.4065e-04
Validation prc-auc = 0.027236
Epoch 1194
Validation prc-auc = 0.027053
Epoch 1195
Validation prc-auc = 0.026449
Epoch 1196
Validation prc-auc = 0.026200
Epoch 1197
Validation prc-auc = 0.026415
Epoch 1198
Loss = 8.6905e-03, PNorm = 81.7276, GNorm = 0.3465, lr_0 = 9.4040e-04
Validation prc-auc = 0.026339
Epoch 1199
Validation prc-auc = 0.026112
Epoch 1200
Validation prc-auc = 0.026369
Epoch 1201
Validation prc-auc = 0.026327
Epoch 1202
Loss = 1.2709e-03, PNorm = 81.7497, GNorm = 0.0237, lr_0 = 9.4018e-04
Loss = 4.8210e-04, PNorm = 81.7518, GNorm = 0.0163, lr_0 = 9.4016e-04
Validation prc-auc = 0.026447
Epoch 1203
Validation prc-auc = 0.025899
Epoch 1204
Validation prc-auc = 0.026749
Epoch 1205
Validation prc-auc = 0.027214
Epoch 1206
Validation prc-auc = 0.028561
Epoch 1207
Loss = 9.9725e-03, PNorm = 81.7754, GNorm = 0.0357, lr_0 = 9.3993e-04
Loss = 1.3353e-04, PNorm = 81.7774, GNorm = 0.0047, lr_0 = 9.3991e-04
Validation prc-auc = 0.029237
Epoch 1208
Validation prc-auc = 0.029588
Epoch 1209
Validation prc-auc = 0.029928
Epoch 1210
Validation prc-auc = 0.030007
Epoch 1211
Validation prc-auc = 0.030176
Epoch 1212
Loss = 3.1263e-03, PNorm = 81.7987, GNorm = 0.1451, lr_0 = 9.3970e-04
Validation prc-auc = 0.030301
Epoch 1213
Validation prc-auc = 0.029865
Epoch 1214
Validation prc-auc = 0.029366
Epoch 1215
Validation prc-auc = 0.028972
Epoch 1216
Loss = 4.8044e-03, PNorm = 81.8322, GNorm = 0.0322, lr_0 = 9.3946e-04
Validation prc-auc = 0.028547
Epoch 1217
Validation prc-auc = 0.028415
Epoch 1218
Validation prc-auc = 0.028024
Epoch 1219
Validation prc-auc = 0.027332
Epoch 1220
Validation prc-auc = 0.027387
Epoch 1221
Loss = 4.6710e-03, PNorm = 81.8561, GNorm = 0.0038, lr_0 = 9.3923e-04
Loss = 7.3489e-04, PNorm = 81.8574, GNorm = 0.0439, lr_0 = 9.3922e-04
Validation prc-auc = 0.027502
Epoch 1222
Validation prc-auc = 0.027480
Epoch 1223
Validation prc-auc = 0.027383
Epoch 1224
Validation prc-auc = 0.027285
Epoch 1225
Validation prc-auc = 0.027301
Epoch 1226
Loss = 8.3247e-03, PNorm = 81.8745, GNorm = 0.5285, lr_0 = 9.3900e-04
Validation prc-auc = 0.027128
Epoch 1227
Validation prc-auc = 0.027212
Epoch 1228
Validation prc-auc = 0.027333
Epoch 1229
Validation prc-auc = 0.027370
Epoch 1230
Validation prc-auc = 0.027732
Epoch 1231
Loss = 2.7983e-03, PNorm = 81.8918, GNorm = 0.1471, lr_0 = 9.3875e-04
Validation prc-auc = 0.027720
Epoch 1232
Validation prc-auc = 0.027540
Epoch 1233
Validation prc-auc = 0.027453
Epoch 1234
Validation prc-auc = 0.027357
Epoch 1235
Loss = 2.0171e-03, PNorm = 81.9034, GNorm = 0.0921, lr_0 = 9.3853e-04
Loss = 2.5728e-05, PNorm = 81.9042, GNorm = 0.0017, lr_0 = 9.3852e-04
Validation prc-auc = 0.027289
Epoch 1236
Validation prc-auc = 0.027155
Epoch 1237
Validation prc-auc = 0.026894
Epoch 1238
Validation prc-auc = 0.026915
Epoch 1239
Validation prc-auc = 0.026872
Epoch 1240
Loss = 2.3481e-02, PNorm = 81.9110, GNorm = 0.9376, lr_0 = 9.3828e-04
Loss = 3.0001e-06, PNorm = 81.9113, GNorm = 0.0001, lr_0 = 9.3827e-04
Validation prc-auc = 0.027020
Epoch 1241
Validation prc-auc = 0.027034
Epoch 1242
Validation prc-auc = 0.027165
Epoch 1243
Validation prc-auc = 0.027569
Epoch 1244
Validation prc-auc = 0.027693
Epoch 1245
Loss = 3.7603e-03, PNorm = 81.9177, GNorm = 0.1487, lr_0 = 9.3805e-04
Validation prc-auc = 0.027922
Epoch 1246
Validation prc-auc = 0.027935
Epoch 1247
Validation prc-auc = 0.027895
Epoch 1248
Validation prc-auc = 0.027917
Epoch 1249
Loss = 8.9540e-04, PNorm = 81.9286, GNorm = 0.0325, lr_0 = 9.3782e-04
Validation prc-auc = 0.028127
Epoch 1250
Validation prc-auc = 0.027887
Epoch 1251
Validation prc-auc = 0.028096
Epoch 1252
Validation prc-auc = 0.028348
Epoch 1253
Validation prc-auc = 0.027979
Epoch 1254
Loss = 1.2662e-02, PNorm = 81.9461, GNorm = 0.6794, lr_0 = 9.3758e-04
Loss = 1.5337e-02, PNorm = 81.9502, GNorm = 0.9029, lr_0 = 9.3757e-04
Validation prc-auc = 0.027346
Epoch 1255
Validation prc-auc = 0.027612
Epoch 1256
Validation prc-auc = 0.028198
Epoch 1257
Validation prc-auc = 0.029044
Epoch 1258
Validation prc-auc = 0.029261
Epoch 1259
Loss = 5.2378e-03, PNorm = 81.9965, GNorm = 0.2063, lr_0 = 9.3735e-04
Validation prc-auc = 0.029154
Epoch 1260
Validation prc-auc = 0.029332
Epoch 1261
Validation prc-auc = 0.029678
Epoch 1262
Validation prc-auc = 0.029265
Epoch 1263
Validation prc-auc = 0.028637
Epoch 1264
Loss = 1.1995e-03, PNorm = 82.0269, GNorm = 0.0245, lr_0 = 9.3710e-04
Validation prc-auc = 0.026964
Epoch 1265
Validation prc-auc = 0.028923
Epoch 1266
Validation prc-auc = 0.030300
Epoch 1267
Validation prc-auc = 0.032351
Epoch 1268
Loss = 8.0506e-03, PNorm = 82.0641, GNorm = 1.2502, lr_0 = 9.3689e-04
Loss = 3.7433e-04, PNorm = 82.0671, GNorm = 0.0185, lr_0 = 9.3687e-04
Validation prc-auc = 0.032540
Epoch 1269
Validation prc-auc = 0.032470
Epoch 1270
Validation prc-auc = 0.033626
Epoch 1271
Validation prc-auc = 0.033510
Epoch 1272
Validation prc-auc = 0.033976
Epoch 1273
Loss = 5.6020e-03, PNorm = 82.1080, GNorm = 0.3163, lr_0 = 9.3664e-04
Loss = 3.1988e-06, PNorm = 82.1103, GNorm = 0.0002, lr_0 = 9.3662e-04
Validation prc-auc = 0.034010
Epoch 1274
Validation prc-auc = 0.034466
Epoch 1275
Validation prc-auc = 0.034612
Epoch 1276
Validation prc-auc = 0.034804
Epoch 1277
Validation prc-auc = 0.033875
Epoch 1278
Loss = 2.3122e-03, PNorm = 82.1347, GNorm = 0.0845, lr_0 = 9.3641e-04
Validation prc-auc = 0.033573
Epoch 1279
Validation prc-auc = 0.033256
Epoch 1280
Validation prc-auc = 0.032954
Epoch 1281
Validation prc-auc = 0.032575
Epoch 1282
Validation prc-auc = 0.032417
Epoch 1283
Loss = 1.6140e-03, PNorm = 82.1713, GNorm = 0.0541, lr_0 = 9.3616e-04
Validation prc-auc = 0.032333
Epoch 1284
Validation prc-auc = 0.032056
Epoch 1285
Validation prc-auc = 0.031595
Epoch 1286
Validation prc-auc = 0.031276
Epoch 1287
Loss = 5.4054e-04, PNorm = 82.1891, GNorm = 0.0098, lr_0 = 9.3594e-04
Loss = 2.3662e-04, PNorm = 82.1901, GNorm = 0.0108, lr_0 = 9.3592e-04
Validation prc-auc = 0.030866
Epoch 1288
Validation prc-auc = 0.031080
Epoch 1289
Validation prc-auc = 0.031222
Epoch 1290
Validation prc-auc = 0.031444
Epoch 1291
Validation prc-auc = 0.031008
Epoch 1292
Loss = 2.6613e-03, PNorm = 82.1939, GNorm = 0.0633, lr_0 = 9.3571e-04
Validation prc-auc = 0.031151
Epoch 1293
Validation prc-auc = 0.031274
Epoch 1294
Validation prc-auc = 0.031291
Epoch 1295
Validation prc-auc = 0.030860
Epoch 1296
Validation prc-auc = 0.030988
Epoch 1297
Loss = 8.8704e-02, PNorm = 82.2195, GNorm = 1.9923, lr_0 = 9.3546e-04
Validation prc-auc = 0.032540
Epoch 1298
Validation prc-auc = 0.033838
Epoch 1299
Validation prc-auc = 0.034951
Epoch 1300
Validation prc-auc = 0.035425
Epoch 1301
Loss = 1.7889e-03, PNorm = 82.2710, GNorm = 0.1195, lr_0 = 9.3524e-04
Loss = 5.2507e-04, PNorm = 82.2739, GNorm = 0.0220, lr_0 = 9.3523e-04
Validation prc-auc = 0.036404
Epoch 1302
Validation prc-auc = 0.036939
Epoch 1303
Validation prc-auc = 0.038076
Epoch 1304
Validation prc-auc = 0.037824
Epoch 1305
Validation prc-auc = 0.035483
Epoch 1306
Loss = 3.1661e-03, PNorm = 82.3046, GNorm = 0.0076, lr_0 = 9.3499e-04
Loss = 3.2430e-02, PNorm = 82.3069, GNorm = 1.8357, lr_0 = 9.3498e-04
Validation prc-auc = 0.034968
Epoch 1307
Validation prc-auc = 0.033460
Epoch 1308
Validation prc-auc = 0.033842
Epoch 1309
Validation prc-auc = 0.032465
Epoch 1310
Validation prc-auc = 0.031657
Epoch 1311
Loss = 2.4383e-03, PNorm = 82.3376, GNorm = 0.0671, lr_0 = 9.3476e-04
Validation prc-auc = 0.031228
Epoch 1312
Validation prc-auc = 0.031111
Epoch 1313
Validation prc-auc = 0.031638
Epoch 1314
Validation prc-auc = 0.031830
Epoch 1315
Validation prc-auc = 0.032912
Epoch 1316
Loss = 5.7072e-02, PNorm = 82.3752, GNorm = 0.9367, lr_0 = 9.3451e-04
Validation prc-auc = 0.033790
Epoch 1317
Validation prc-auc = 0.033792
Epoch 1318
Validation prc-auc = 0.034290
Epoch 1319
Validation prc-auc = 0.033889
Epoch 1320
Loss = 8.0842e-02, PNorm = 82.4564, GNorm = 0.0857, lr_0 = 9.3430e-04
Loss = 3.8105e-01, PNorm = 82.4634, GNorm = 18.4419, lr_0 = 9.3428e-04
Validation prc-auc = 0.033447
Epoch 1321
Validation prc-auc = 0.038170
Epoch 1322
Validation prc-auc = 0.039752
Epoch 1323
Validation prc-auc = 0.033275
Epoch 1324
Validation prc-auc = 0.031718
Epoch 1325
Loss = 1.4299e-01, PNorm = 82.7530, GNorm = 3.7083, lr_0 = 9.3407e-04
Validation prc-auc = 0.033145
Epoch 1326
Validation prc-auc = 0.031661
Epoch 1327
Validation prc-auc = 0.030969
Epoch 1328
Validation prc-auc = 0.030873
Epoch 1329
Validation prc-auc = 0.030449
Epoch 1330
Loss = 2.6748e-02, PNorm = 83.1664, GNorm = 0.8354, lr_0 = 9.3382e-04
Validation prc-auc = 0.030016
Epoch 1331
Validation prc-auc = 0.029663
Epoch 1332
Validation prc-auc = 0.028384
Epoch 1333
Validation prc-auc = 0.027783
Epoch 1334
Loss = 4.8874e-02, PNorm = 83.4214, GNorm = 0.4810, lr_0 = 9.3360e-04
Loss = 1.1670e-02, PNorm = 83.4369, GNorm = 0.6359, lr_0 = 9.3359e-04
Validation prc-auc = 0.027644
Epoch 1335
Validation prc-auc = 0.027729
Epoch 1336
Validation prc-auc = 0.027114
Epoch 1337
Validation prc-auc = 0.026953
Epoch 1338
Validation prc-auc = 0.027102
Epoch 1339
Loss = 1.9281e-02, PNorm = 83.5832, GNorm = 1.0532, lr_0 = 9.3336e-04
Loss = 9.5690e-04, PNorm = 83.5909, GNorm = 0.0451, lr_0 = 9.3334e-04
Validation prc-auc = 0.026504
Epoch 1340
Validation prc-auc = 0.026765
Epoch 1341
Validation prc-auc = 0.027463
Epoch 1342
Validation prc-auc = 0.028450
Epoch 1343
Validation prc-auc = 0.029099
Epoch 1344
Loss = 5.0828e-03, PNorm = 83.6778, GNorm = 0.2740, lr_0 = 9.3312e-04
Validation prc-auc = 0.030130
Epoch 1345
Validation prc-auc = 0.029445
Epoch 1346
Validation prc-auc = 0.029837
Epoch 1347
Validation prc-auc = 0.030109
Epoch 1348
Validation prc-auc = 0.030534
Epoch 1349
Loss = 3.4993e-03, PNorm = 83.7411, GNorm = 0.1101, lr_0 = 9.3288e-04
Validation prc-auc = 0.031231
Epoch 1350
Validation prc-auc = 0.031715
Epoch 1351
Validation prc-auc = 0.032325
Epoch 1352
Validation prc-auc = 0.032821
Epoch 1353
Loss = 9.9555e-03, PNorm = 83.7776, GNorm = 0.5062, lr_0 = 9.3266e-04
Loss = 5.5412e-03, PNorm = 83.7799, GNorm = 0.3010, lr_0 = 9.3264e-04
Validation prc-auc = 0.033243
Epoch 1354
Validation prc-auc = 0.034102
Epoch 1355
Validation prc-auc = 0.034293
Epoch 1356
Validation prc-auc = 0.034022
Epoch 1357
Validation prc-auc = 0.032904
Epoch 1358
Loss = 2.0959e-03, PNorm = 83.8083, GNorm = 0.0650, lr_0 = 9.3241e-04
Validation prc-auc = 0.032023
Epoch 1359
Validation prc-auc = 0.032026
Epoch 1360
Validation prc-auc = 0.033158
Epoch 1361
Validation prc-auc = 0.032749
Epoch 1362
Validation prc-auc = 0.033133
Epoch 1363
Loss = 1.4252e-03, PNorm = 83.8480, GNorm = 0.0316, lr_0 = 9.3218e-04
Validation prc-auc = 0.032989
Epoch 1364
Validation prc-auc = 0.033221
Epoch 1365
Validation prc-auc = 0.033651
Epoch 1366
Validation prc-auc = 0.033548
Epoch 1367
Loss = 1.5296e-02, PNorm = 83.8853, GNorm = 0.5118, lr_0 = 9.3197e-04
Loss = 4.7434e-04, PNorm = 83.8876, GNorm = 0.0203, lr_0 = 9.3195e-04
Validation prc-auc = 0.033583
Epoch 1368
Validation prc-auc = 0.033537
Epoch 1369
Validation prc-auc = 0.032978
Epoch 1370
Validation prc-auc = 0.034384
Epoch 1371
Validation prc-auc = 0.035331
Epoch 1372
Loss = 4.3367e-03, PNorm = 83.9181, GNorm = 0.2500, lr_0 = 9.3172e-04
Loss = 4.4999e-04, PNorm = 83.9200, GNorm = 0.0170, lr_0 = 9.3170e-04
Validation prc-auc = 0.036106
Epoch 1373
Validation prc-auc = 0.035711
Epoch 1374
Validation prc-auc = 0.035390
Epoch 1375
Validation prc-auc = 0.035653
Epoch 1376
Validation prc-auc = 0.034062
Epoch 1377
Loss = 3.8272e-02, PNorm = 84.0131, GNorm = 1.0708, lr_0 = 9.3149e-04
Validation prc-auc = 0.038043
Epoch 1378
Validation prc-auc = 0.040913
Epoch 1379
Validation prc-auc = 0.041941
Epoch 1380
Validation prc-auc = 0.041077
Epoch 1381
Validation prc-auc = 0.040509
Epoch 1382
Loss = 6.8198e-03, PNorm = 84.3180, GNorm = 0.2875, lr_0 = 9.3124e-04
Validation prc-auc = 0.039039
Epoch 1383
Validation prc-auc = 0.044967
Epoch 1384
Validation prc-auc = 0.044959
Epoch 1385
Validation prc-auc = 0.045020
Epoch 1386
Loss = 5.1902e-02, PNorm = 84.4971, GNorm = 1.3511, lr_0 = 9.3102e-04
Loss = 6.3554e-02, PNorm = 84.5063, GNorm = 9.3335, lr_0 = 9.3101e-04
Validation prc-auc = 0.045618
Epoch 1387
Validation prc-auc = 0.043242
Epoch 1388
Validation prc-auc = 0.040563
Epoch 1389
Validation prc-auc = 0.044538
Epoch 1390
Validation prc-auc = 0.041925
Epoch 1391
Loss = 6.6361e-02, PNorm = 84.7413, GNorm = 0.9409, lr_0 = 9.3078e-04
Validation prc-auc = 0.039535
Epoch 1392
Validation prc-auc = 0.039733
Epoch 1393
Validation prc-auc = 0.040661
Epoch 1394
Validation prc-auc = 0.040506
Epoch 1395
Validation prc-auc = 0.038517
Epoch 1396
Loss = 6.9002e-02, PNorm = 85.0247, GNorm = 2.0599, lr_0 = 9.3055e-04
Validation prc-auc = 0.032081
Epoch 1397
Validation prc-auc = 0.030293
Epoch 1398
Validation prc-auc = 0.027146
Epoch 1399
Validation prc-auc = 0.026256
Epoch 1400
Loss = 1.4128e-01, PNorm = 85.5079, GNorm = 2.2864, lr_0 = 9.3033e-04
Loss = 5.5992e-04, PNorm = 85.5430, GNorm = 0.0248, lr_0 = 9.3032e-04
Validation prc-auc = 0.026575
Epoch 1401
Validation prc-auc = 0.027380
Epoch 1402
Validation prc-auc = 0.028441
Epoch 1403
Validation prc-auc = 0.029745
Epoch 1404
Validation prc-auc = 0.030275
Epoch 1405
Loss = 6.8702e-02, PNorm = 85.9238, GNorm = 1.4657, lr_0 = 9.3008e-04
Loss = 3.1335e-02, PNorm = 85.9436, GNorm = 1.0021, lr_0 = 9.3007e-04
Validation prc-auc = 0.029864
Epoch 1406
Validation prc-auc = 0.029804
Epoch 1407
Validation prc-auc = 0.029905
Epoch 1408
Validation prc-auc = 0.030346
Epoch 1409
Validation prc-auc = 0.030124
Epoch 1410
Loss = 1.2057e-01, PNorm = 86.1163, GNorm = 1.1791, lr_0 = 9.2985e-04
Validation prc-auc = 0.030157
Epoch 1411
Validation prc-auc = 0.029710
Epoch 1412
Validation prc-auc = 0.031482
Epoch 1413
Validation prc-auc = 0.030724
Epoch 1414
Validation prc-auc = 0.030663
Epoch 1415
Loss = 4.0795e-02, PNorm = 86.2451, GNorm = 1.2077, lr_0 = 9.2961e-04
Validation prc-auc = 0.031793
Epoch 1416
Validation prc-auc = 0.033099
Epoch 1417
Validation prc-auc = 0.033729
Epoch 1418
Validation prc-auc = 0.032602
Epoch 1419
Loss = 1.9462e-02, PNorm = 86.3810, GNorm = 0.9032, lr_0 = 9.2939e-04
Loss = 1.6082e-02, PNorm = 86.3939, GNorm = 0.5765, lr_0 = 9.2938e-04
Validation prc-auc = 0.032430
Epoch 1420
Validation prc-auc = 0.031559
Epoch 1421
Validation prc-auc = 0.032146
Epoch 1422
Validation prc-auc = 0.033337
Epoch 1423
Validation prc-auc = 0.034489
Epoch 1424
Loss = 2.8202e-02, PNorm = 86.5367, GNorm = 0.4493, lr_0 = 9.2914e-04
Validation prc-auc = 0.035036
Epoch 1425
Validation prc-auc = 0.035439
Epoch 1426
Validation prc-auc = 0.036029
Epoch 1427
Validation prc-auc = 0.035181
Epoch 1428
Validation prc-auc = 0.034491
Epoch 1429
Loss = 2.8219e-02, PNorm = 86.6295, GNorm = 1.3700, lr_0 = 9.2891e-04
Validation prc-auc = 0.039431
Epoch 1430
Validation prc-auc = 0.040775
Epoch 1431
Validation prc-auc = 0.038484
Epoch 1432
Validation prc-auc = 0.036608
Epoch 1433
Loss = 3.5589e-02, PNorm = 86.6822, GNorm = 4.6143, lr_0 = 9.2868e-04
Validation prc-auc = 0.034380
Epoch 1434
Validation prc-auc = 0.031421
Epoch 1435
Validation prc-auc = 0.030006
Epoch 1436
Validation prc-auc = 0.028419
Epoch 1437
Validation prc-auc = 0.028288
Epoch 1438
Loss = 1.0721e-02, PNorm = 86.7561, GNorm = 0.4308, lr_0 = 9.2845e-04
Loss = 2.8915e-04, PNorm = 86.7602, GNorm = 0.0144, lr_0 = 9.2844e-04
Validation prc-auc = 0.028547
Epoch 1439
Validation prc-auc = 0.028615
Epoch 1440
Validation prc-auc = 0.029278
Epoch 1441
Validation prc-auc = 0.029691
Epoch 1442
Validation prc-auc = 0.031405
Epoch 1443
Loss = 9.0488e-03, PNorm = 86.8095, GNorm = 0.2266, lr_0 = 9.2822e-04
Validation prc-auc = 0.032894
Epoch 1444
Validation prc-auc = 0.035135
Epoch 1445
Validation prc-auc = 0.038404
Epoch 1446
Validation prc-auc = 0.037998
Epoch 1447
Validation prc-auc = 0.038810
Epoch 1448
Loss = 4.1082e-02, PNorm = 86.9408, GNorm = 1.0927, lr_0 = 9.2798e-04
Validation prc-auc = 0.038365
Epoch 1449
Validation prc-auc = 0.037917
Epoch 1450
Validation prc-auc = 0.036088
Epoch 1451
Validation prc-auc = 0.033656
Epoch 1452
Loss = 2.5901e-02, PNorm = 87.0165, GNorm = 0.4130, lr_0 = 9.2776e-04
Loss = 4.4983e-02, PNorm = 87.0240, GNorm = 2.0585, lr_0 = 9.2775e-04
Validation prc-auc = 0.032318
Epoch 1453
Validation prc-auc = 0.033503
Epoch 1454
Validation prc-auc = 0.031397
Epoch 1455
Validation prc-auc = 0.031157
Epoch 1456
Validation prc-auc = 0.031145
Epoch 1457
Loss = 1.4209e-02, PNorm = 87.1065, GNorm = 0.4839, lr_0 = 9.2752e-04
Loss = 5.0258e-03, PNorm = 87.1104, GNorm = 0.1830, lr_0 = 9.2750e-04
Validation prc-auc = 0.031260
Epoch 1458
Validation prc-auc = 0.031460
Epoch 1459
Validation prc-auc = 0.031383
Epoch 1460
Validation prc-auc = 0.031143
Epoch 1461
Validation prc-auc = 0.031472
Epoch 1462
Loss = 1.5076e-02, PNorm = 87.1584, GNorm = 0.3735, lr_0 = 9.2729e-04
Validation prc-auc = 0.028111
Epoch 1463
Validation prc-auc = 0.027008
Epoch 1464
Validation prc-auc = 0.027600
Epoch 1465
Validation prc-auc = 0.027451
Epoch 1466
Loss = 3.2781e-02, PNorm = 87.3735, GNorm = 0.0457, lr_0 = 9.2706e-04
Validation prc-auc = 0.031065
Epoch 1467
Validation prc-auc = 0.028018
Epoch 1468
Validation prc-auc = 0.026359
Epoch 1469
Validation prc-auc = 0.026406
Epoch 1470
Validation prc-auc = 0.026422
Epoch 1471
Loss = 1.5099e-02, PNorm = 87.6004, GNorm = 0.4230, lr_0 = 9.2683e-04
Loss = 4.1789e-03, PNorm = 87.6147, GNorm = 0.1571, lr_0 = 9.2681e-04
Validation prc-auc = 0.026135
Epoch 1472
Validation prc-auc = 0.026353
Epoch 1473
Validation prc-auc = 0.025761
Epoch 1474
Validation prc-auc = 0.026399
Epoch 1475
Validation prc-auc = 0.027044
Epoch 1476
Loss = 1.3174e-02, PNorm = 87.7426, GNorm = 0.4628, lr_0 = 9.2660e-04
Validation prc-auc = 0.027400
Epoch 1477
Validation prc-auc = 0.027494
Epoch 1478
Validation prc-auc = 0.027486
Epoch 1479
Validation prc-auc = 0.028141
Epoch 1480
Validation prc-auc = 0.028212
Epoch 1481
Loss = 7.1863e-02, PNorm = 87.8041, GNorm = 1.7875, lr_0 = 9.2635e-04
Validation prc-auc = 0.027031
Epoch 1482
Validation prc-auc = 0.026215
Epoch 1483
Validation prc-auc = 0.025424
Epoch 1484
Validation prc-auc = 0.025047
Epoch 1485
Loss = 1.0393e-02, PNorm = 87.8430, GNorm = 0.0171, lr_0 = 9.2614e-04
Loss = 1.0820e-03, PNorm = 87.8456, GNorm = 0.0379, lr_0 = 9.2612e-04
Validation prc-auc = 0.024835
Epoch 1486
Validation prc-auc = 0.024300
Epoch 1487
Validation prc-auc = 0.023719
Epoch 1488
Validation prc-auc = 0.024289
Epoch 1489
Validation prc-auc = 0.024618
Epoch 1490
Loss = 9.3912e-03, PNorm = 87.8905, GNorm = 1.0684, lr_0 = 9.2589e-04
Loss = 1.5616e-04, PNorm = 87.8939, GNorm = 0.0058, lr_0 = 9.2587e-04
Validation prc-auc = 0.025041
Epoch 1491
Validation prc-auc = 0.025417
Epoch 1492
Validation prc-auc = 0.025830
Epoch 1493
Validation prc-auc = 0.026096
Epoch 1494
Validation prc-auc = 0.026380
Epoch 1495
Loss = 9.1928e-02, PNorm = 87.9233, GNorm = 0.9789, lr_0 = 9.2566e-04
Validation prc-auc = 0.025383
Epoch 1496
Validation prc-auc = 0.024508
Epoch 1497
Validation prc-auc = 0.023787
Epoch 1498
Validation prc-auc = 0.023712
Epoch 1499
Loss = 4.2090e-02, PNorm = 87.9584, GNorm = 0.0487, lr_0 = 9.2543e-04
Validation prc-auc = 0.025521
Epoch 1500
Validation prc-auc = 0.027199
Epoch 1501
Validation prc-auc = 0.028520
Epoch 1502
Validation prc-auc = 0.029537
Epoch 1503
Validation prc-auc = 0.030071
Epoch 1504
Loss = 1.1225e-01, PNorm = 87.9989, GNorm = 0.0759, lr_0 = 9.2520e-04
Loss = 9.7353e-06, PNorm = 88.0013, GNorm = 0.0006, lr_0 = 9.2518e-04
Validation prc-auc = 0.030249
Epoch 1505
Validation prc-auc = 0.030035
Epoch 1506
Validation prc-auc = 0.029563
Epoch 1507
Validation prc-auc = 0.029331
Epoch 1508
Validation prc-auc = 0.030049
Epoch 1509
Loss = 6.8514e-03, PNorm = 88.0313, GNorm = 0.2161, lr_0 = 9.2497e-04
Validation prc-auc = 0.031038
Epoch 1510
Validation prc-auc = 0.031212
Epoch 1511
Validation prc-auc = 0.031379
Epoch 1512
Validation prc-auc = 0.031040
Epoch 1513
Validation prc-auc = 0.031455
Epoch 1514
Loss = 2.4625e-03, PNorm = 88.0626, GNorm = 0.0814, lr_0 = 9.2472e-04
Validation prc-auc = 0.031386
Epoch 1515
Validation prc-auc = 0.032145
Epoch 1516
Validation prc-auc = 0.031944
Epoch 1517
Validation prc-auc = 0.032474
Epoch 1518
Loss = 7.4665e-02, PNorm = 88.0819, GNorm = 1.1034, lr_0 = 9.2451e-04
Loss = 3.9831e-05, PNorm = 88.0832, GNorm = 0.0025, lr_0 = 9.2449e-04
Validation prc-auc = 0.032265
Epoch 1519
Validation prc-auc = 0.031430
Epoch 1520
Validation prc-auc = 0.031433
Epoch 1521
Validation prc-auc = 0.031664
Epoch 1522
Validation prc-auc = 0.031784
Epoch 1523
Loss = 5.4130e-03, PNorm = 88.1035, GNorm = 0.2298, lr_0 = 9.2427e-04
Loss = 9.0686e-05, PNorm = 88.1047, GNorm = 0.0028, lr_0 = 9.2425e-04
Validation prc-auc = 0.031095
Epoch 1524
Validation prc-auc = 0.029996
Epoch 1525
Validation prc-auc = 0.029964
Epoch 1526
Validation prc-auc = 0.029949
Epoch 1527
Validation prc-auc = 0.029585
Epoch 1528
Loss = 4.3292e-02, PNorm = 88.1197, GNorm = 0.8814, lr_0 = 9.2404e-04
Validation prc-auc = 0.030073
Epoch 1529
Validation prc-auc = 0.029522
Epoch 1530
Validation prc-auc = 0.030041
Epoch 1531
Validation prc-auc = 0.029901
Epoch 1532
Validation prc-auc = 0.030411
Epoch 1533
Loss = 4.0435e-03, PNorm = 88.1521, GNorm = 0.1046, lr_0 = 9.2379e-04
Validation prc-auc = 0.030745
Epoch 1534
Validation prc-auc = 0.030860
Epoch 1535
Validation prc-auc = 0.030919
Epoch 1536
Validation prc-auc = 0.029970
Epoch 1537
Loss = 7.9389e-02, PNorm = 88.1729, GNorm = 0.2563, lr_0 = 9.2358e-04
Loss = 3.9117e-04, PNorm = 88.1744, GNorm = 0.0209, lr_0 = 9.2356e-04
Validation prc-auc = 0.030478
Epoch 1538
Validation prc-auc = 0.030041
Epoch 1539
Validation prc-auc = 0.029901
Epoch 1540
Validation prc-auc = 0.029898
Epoch 1541
Validation prc-auc = 0.029427
Epoch 1542
Loss = 3.7141e-03, PNorm = 88.2010, GNorm = 0.1144, lr_0 = 9.2335e-04
Validation prc-auc = 0.029280
Epoch 1543
Validation prc-auc = 0.030014
Epoch 1544
Validation prc-auc = 0.030554
Epoch 1545
Validation prc-auc = 0.030122
Epoch 1546
Validation prc-auc = 0.030174
Epoch 1547
Loss = 3.3391e-04, PNorm = 88.2262, GNorm = 0.0096, lr_0 = 9.2310e-04
Validation prc-auc = 0.029381
Epoch 1548
Validation prc-auc = 0.029568
Epoch 1549
Validation prc-auc = 0.029050
Epoch 1550
Validation prc-auc = 0.029278
Epoch 1551
Loss = 2.0338e-03, PNorm = 88.2746, GNorm = 0.0433, lr_0 = 9.2289e-04
Loss = 1.2834e-03, PNorm = 88.2786, GNorm = 0.0584, lr_0 = 9.2287e-04
Validation prc-auc = 0.029287
Epoch 1552
Validation prc-auc = 0.029031
Epoch 1553
Validation prc-auc = 0.029606
Epoch 1554
Validation prc-auc = 0.029534
Epoch 1555
Validation prc-auc = 0.029474
Epoch 1556
Loss = 4.9027e-02, PNorm = 88.3246, GNorm = 0.3437, lr_0 = 9.2264e-04
Loss = 7.8524e-03, PNorm = 88.3278, GNorm = 0.5201, lr_0 = 9.2263e-04
Validation prc-auc = 0.028824
Epoch 1557
Validation prc-auc = 0.028347
Epoch 1558
Validation prc-auc = 0.027704
Epoch 1559
Validation prc-auc = 0.027715
Epoch 1560
Validation prc-auc = 0.027022
Epoch 1561
Loss = 2.5092e-03, PNorm = 88.3702, GNorm = 0.0832, lr_0 = 9.2242e-04
Validation prc-auc = 0.026558
Epoch 1562
Validation prc-auc = 0.026734
Epoch 1563
Validation prc-auc = 0.025656
Epoch 1564
Validation prc-auc = 0.026836
Epoch 1565
Validation prc-auc = 0.026764
Epoch 1566
Loss = 4.3066e-03, PNorm = 88.4620, GNorm = 0.1476, lr_0 = 9.2217e-04
Validation prc-auc = 0.026380
Epoch 1567
Validation prc-auc = 0.025476
Epoch 1568
Validation prc-auc = 0.026073
Epoch 1569
Validation prc-auc = 0.027275
Epoch 1570
Loss = 1.8202e-02, PNorm = 88.5601, GNorm = 0.6529, lr_0 = 9.2196e-04
Loss = 4.4642e-03, PNorm = 88.5702, GNorm = 0.1546, lr_0 = 9.2194e-04
Validation prc-auc = 0.027994
Epoch 1571
Validation prc-auc = 0.028156
Epoch 1572
Validation prc-auc = 0.027956
Epoch 1573
Validation prc-auc = 0.027775
Epoch 1574
Validation prc-auc = 0.027534
Epoch 1575
Loss = 3.8249e-04, PNorm = 88.7050, GNorm = 0.0084, lr_0 = 9.2173e-04
Validation prc-auc = 0.027717
Epoch 1576
Validation prc-auc = 0.027583
Epoch 1577
Validation prc-auc = 0.026426
Epoch 1578
Validation prc-auc = 0.026800
Epoch 1579
Validation prc-auc = 0.027916
Epoch 1580
Loss = 4.0103e-02, PNorm = 88.8117, GNorm = 0.9975, lr_0 = 9.2148e-04
Validation prc-auc = 0.028574
Epoch 1581
Validation prc-auc = 0.028860
Epoch 1582
Validation prc-auc = 0.029929
Epoch 1583
Validation prc-auc = 0.030067
Epoch 1584
Loss = 6.5527e-02, PNorm = 88.9584, GNorm = 2.5987, lr_0 = 9.2127e-04
Loss = 1.5657e-02, PNorm = 88.9687, GNorm = 0.8368, lr_0 = 9.2125e-04
Validation prc-auc = 0.031711
Epoch 1585
Validation prc-auc = 0.034773
Epoch 1586
Validation prc-auc = 0.033826
Epoch 1587
Validation prc-auc = 0.030745
Epoch 1588
Validation prc-auc = 0.027739
Epoch 1589
Loss = 1.6725e-02, PNorm = 89.1428, GNorm = 0.6733, lr_0 = 9.2103e-04
Loss = 3.2379e-03, PNorm = 89.1579, GNorm = 0.1515, lr_0 = 9.2101e-04
Validation prc-auc = 0.027165
Epoch 1590
Validation prc-auc = 0.026307
Epoch 1591
Validation prc-auc = 0.026363
Epoch 1592
Validation prc-auc = 0.026353
Epoch 1593
Validation prc-auc = 0.026528
Epoch 1594
Loss = 5.2220e-03, PNorm = 89.2945, GNorm = 0.1812, lr_0 = 9.2080e-04
Validation prc-auc = 0.026479
Epoch 1595
Validation prc-auc = 0.026518
Epoch 1596
Validation prc-auc = 0.026563
Epoch 1597
Validation prc-auc = 0.026614
Epoch 1598
Validation prc-auc = 0.026360
Epoch 1599
Loss = 1.3857e-02, PNorm = 89.3729, GNorm = 0.3249, lr_0 = 9.2055e-04
Validation prc-auc = 0.026108
Epoch 1600
Validation prc-auc = 0.026246
Epoch 1601
Validation prc-auc = 0.026305
Epoch 1602
Validation prc-auc = 0.026307
Epoch 1603
Loss = 3.4003e-02, PNorm = 89.4212, GNorm = 1.2403, lr_0 = 9.2034e-04
Loss = 1.0571e-04, PNorm = 89.4237, GNorm = 0.0038, lr_0 = 9.2032e-04
Validation prc-auc = 0.026163
Epoch 1604
Validation prc-auc = 0.026018
Epoch 1605
Validation prc-auc = 0.025920
Epoch 1606
Validation prc-auc = 0.026039
Epoch 1607
Validation prc-auc = 0.026047
Epoch 1608
Loss = 4.2492e-02, PNorm = 89.4533, GNorm = 1.1218, lr_0 = 9.2010e-04
Validation prc-auc = 0.025830
Epoch 1609
Validation prc-auc = 0.026041
Epoch 1610
Validation prc-auc = 0.026270
Epoch 1611
Validation prc-auc = 0.027021
Epoch 1612
Validation prc-auc = 0.027426
Epoch 1613
Loss = 4.1984e-03, PNorm = 89.4994, GNorm = 0.2014, lr_0 = 9.1987e-04
Validation prc-auc = 0.027677
Epoch 1614
Validation prc-auc = 0.027454
Epoch 1615
Validation prc-auc = 0.027266
Epoch 1616
Validation prc-auc = 0.027182
Epoch 1617
Loss = 1.6487e-03, PNorm = 89.5384, GNorm = 0.0191, lr_0 = 9.1966e-04
Loss = 5.8939e-05, PNorm = 89.5409, GNorm = 0.0033, lr_0 = 9.1964e-04
Validation prc-auc = 0.027283
Epoch 1618
Validation prc-auc = 0.027644
Epoch 1619
Validation prc-auc = 0.027331
Epoch 1620
Validation prc-auc = 0.027252
Epoch 1621
Validation prc-auc = 0.027222
Epoch 1622
Loss = 1.1910e-02, PNorm = 89.5711, GNorm = 0.1312, lr_0 = 9.1941e-04
Loss = 2.6463e-05, PNorm = 89.5734, GNorm = 0.0012, lr_0 = 9.1939e-04
Validation prc-auc = 0.027326
Epoch 1623
Validation prc-auc = 0.027445
Epoch 1624
Validation prc-auc = 0.027419
Epoch 1625
Validation prc-auc = 0.026481
Epoch 1626
Validation prc-auc = 0.025929
Epoch 1627
Loss = 1.5914e-03, PNorm = 89.5983, GNorm = 0.0449, lr_0 = 9.1918e-04
Validation prc-auc = 0.026078
Epoch 1628
Validation prc-auc = 0.026315
Epoch 1629
Validation prc-auc = 0.026195
Epoch 1630
Validation prc-auc = 0.026487
Epoch 1631
Validation prc-auc = 0.026347
Epoch 1632
Loss = 2.9044e-03, PNorm = 89.6636, GNorm = 0.1018, lr_0 = 9.1894e-04
Validation prc-auc = 0.026696
Epoch 1633
Validation prc-auc = 0.026573
Epoch 1634
Validation prc-auc = 0.026999
Epoch 1635
Validation prc-auc = 0.027393
Epoch 1636
Loss = 2.2016e-02, PNorm = 89.6973, GNorm = 0.7866, lr_0 = 9.1873e-04
Loss = 1.6264e-04, PNorm = 89.6989, GNorm = 0.0092, lr_0 = 9.1871e-04
Validation prc-auc = 0.027722
Epoch 1637
Validation prc-auc = 0.028110
Epoch 1638
Validation prc-auc = 0.028510
Epoch 1639
Validation prc-auc = 0.028792
Epoch 1640
Validation prc-auc = 0.029019
Epoch 1641
Loss = 9.1302e-04, PNorm = 89.7174, GNorm = 0.0383, lr_0 = 9.1848e-04
Validation prc-auc = 0.029081
Epoch 1642
Validation prc-auc = 0.029052
Epoch 1643
Validation prc-auc = 0.029699
Epoch 1644
Validation prc-auc = 0.030379
Epoch 1645
Validation prc-auc = 0.030118
Epoch 1646
Loss = 2.6321e-03, PNorm = 89.7373, GNorm = 0.0645, lr_0 = 9.1825e-04
Validation prc-auc = 0.030526
Epoch 1647
Validation prc-auc = 0.030430
Epoch 1648
Validation prc-auc = 0.030199
Epoch 1649
Validation prc-auc = 0.029791
Epoch 1650
Loss = 7.1321e-04, PNorm = 89.7580, GNorm = 0.0305, lr_0 = 9.1804e-04
Loss = 4.7995e-05, PNorm = 89.7592, GNorm = 0.0021, lr_0 = 9.1803e-04
Validation prc-auc = 0.029721
Epoch 1651
Validation prc-auc = 0.029606
Epoch 1652
Validation prc-auc = 0.029509
Epoch 1653
Validation prc-auc = 0.029889
Epoch 1654
Validation prc-auc = 0.029611
Epoch 1655
Loss = 2.3316e-02, PNorm = 89.7805, GNorm = 0.3155, lr_0 = 9.1780e-04
Loss = 1.0053e-04, PNorm = 89.7838, GNorm = 0.0047, lr_0 = 9.1778e-04
Validation prc-auc = 0.028977
Epoch 1656
Validation prc-auc = 0.028805
Epoch 1657
Validation prc-auc = 0.027832
Epoch 1658
Validation prc-auc = 0.026725
Epoch 1659
Validation prc-auc = 0.025759
Epoch 1660
Loss = 3.9019e-03, PNorm = 89.8421, GNorm = 0.2070, lr_0 = 9.1757e-04
Validation prc-auc = 0.025681
Epoch 1661
Validation prc-auc = 0.024978
Epoch 1662
Validation prc-auc = 0.024928
Epoch 1663
Validation prc-auc = 0.024992
Epoch 1664
Validation prc-auc = 0.025085
Epoch 1665
Loss = 2.2224e-03, PNorm = 89.8967, GNorm = 0.0756, lr_0 = 9.1733e-04
Validation prc-auc = 0.025181
Epoch 1666
Validation prc-auc = 0.025046
Epoch 1667
Validation prc-auc = 0.024637
Epoch 1668
Validation prc-auc = 0.024367
Epoch 1669
Loss = 9.5542e-03, PNorm = 89.9458, GNorm = 0.5990, lr_0 = 9.1712e-04
Loss = 4.0757e-03, PNorm = 89.9487, GNorm = 0.3041, lr_0 = 9.1710e-04
Validation prc-auc = 0.024383
Epoch 1670
Validation prc-auc = 0.024607
Epoch 1671
Validation prc-auc = 0.024896
Epoch 1672
Validation prc-auc = 0.024789
Epoch 1673
Validation prc-auc = 0.024768
Epoch 1674
Loss = 1.7103e-03, PNorm = 89.9773, GNorm = 0.0402, lr_0 = 9.1687e-04
Validation prc-auc = 0.024707
Epoch 1675
Validation prc-auc = 0.024747
Epoch 1676
Validation prc-auc = 0.025059
Epoch 1677
Validation prc-auc = 0.025029
Epoch 1678
Validation prc-auc = 0.025202
Epoch 1679
Loss = 3.2176e-04, PNorm = 89.9942, GNorm = 0.0100, lr_0 = 9.1664e-04
Validation prc-auc = 0.025489
Epoch 1680
Validation prc-auc = 0.025418
Epoch 1681
Validation prc-auc = 0.024671
Epoch 1682
Validation prc-auc = 0.023593
Epoch 1683
Loss = 2.7282e-02, PNorm = 90.0220, GNorm = 0.0022, lr_0 = 9.1642e-04
Validation prc-auc = 0.023274
Epoch 1684
Validation prc-auc = 0.023048
Epoch 1685
Validation prc-auc = 0.022927
Epoch 1686
Validation prc-auc = 0.022756
Epoch 1687
Validation prc-auc = 0.023026
Epoch 1688
Loss = 4.9308e-04, PNorm = 90.0745, GNorm = 0.0214, lr_0 = 9.1619e-04
Loss = 5.9605e-08, PNorm = 90.0770, GNorm = 0.0000, lr_0 = 9.1617e-04
Validation prc-auc = 0.023153
Epoch 1689
Validation prc-auc = 0.023459
Epoch 1690
Validation prc-auc = 0.023660
Epoch 1691
Validation prc-auc = 0.023806
Epoch 1692
Validation prc-auc = 0.023701
Epoch 1693
Loss = 5.4779e-04, PNorm = 90.0963, GNorm = 0.0191, lr_0 = 9.1596e-04
Validation prc-auc = 0.023630
Epoch 1694
Validation prc-auc = 0.024091
Epoch 1695
Validation prc-auc = 0.024247
Epoch 1696
Validation prc-auc = 0.024368
Epoch 1697
Validation prc-auc = 0.024621
Epoch 1698
Loss = 3.2177e-04, PNorm = 90.1122, GNorm = 0.0100, lr_0 = 9.1572e-04
Validation prc-auc = 0.024864
Epoch 1699
Validation prc-auc = 0.024988
Epoch 1700
Validation prc-auc = 0.025087
Epoch 1701
Validation prc-auc = 0.024989
Epoch 1702
Loss = 7.5129e-03, PNorm = 90.1221, GNorm = 0.6049, lr_0 = 9.1551e-04
Loss = 2.8199e-04, PNorm = 90.1229, GNorm = 0.0125, lr_0 = 9.1549e-04
Validation prc-auc = 0.024935
Epoch 1703
Validation prc-auc = 0.024950
Epoch 1704
Validation prc-auc = 0.025022
Epoch 1705
Validation prc-auc = 0.025050
Epoch 1706
Validation prc-auc = 0.024984
Epoch 1707
Loss = 7.7513e-04, PNorm = 90.1387, GNorm = 0.0225, lr_0 = 9.1526e-04
Loss = 6.8345e-06, PNorm = 90.1396, GNorm = 0.0005, lr_0 = 9.1525e-04
Validation prc-auc = 0.024996
Epoch 1708
Validation prc-auc = 0.025010
Epoch 1709
Validation prc-auc = 0.025203
Epoch 1710
Validation prc-auc = 0.025691
Epoch 1711
Validation prc-auc = 0.026202
Epoch 1712
Loss = 1.0427e-03, PNorm = 90.1552, GNorm = 0.0327, lr_0 = 9.1504e-04
Validation prc-auc = 0.026340
Epoch 1713
Validation prc-auc = 0.026327
Epoch 1714
Validation prc-auc = 0.026346
Epoch 1715
Validation prc-auc = 0.026385
Epoch 1716
Loss = 4.8814e-03, PNorm = 90.1926, GNorm = 0.5667, lr_0 = 9.1481e-04
Validation prc-auc = 0.026351
Epoch 1717
Validation prc-auc = 0.026067
Epoch 1718
Validation prc-auc = 0.025480
Epoch 1719
Validation prc-auc = 0.025719
Epoch 1720
Validation prc-auc = 0.026481
Epoch 1721
Loss = 3.7451e-04, PNorm = 90.2393, GNorm = 0.0281, lr_0 = 9.1458e-04
Loss = 4.2851e-05, PNorm = 90.2419, GNorm = 0.0017, lr_0 = 9.1457e-04
Validation prc-auc = 0.026339
Epoch 1722
Validation prc-auc = 0.026119
Epoch 1723
Validation prc-auc = 0.025752
Epoch 1724
Validation prc-auc = 0.025309
Epoch 1725
Validation prc-auc = 0.025184
Epoch 1726
Loss = 9.9885e-03, PNorm = 90.2685, GNorm = 0.3475, lr_0 = 9.1436e-04
Validation prc-auc = 0.025069
Epoch 1727
Validation prc-auc = 0.024665
Epoch 1728
Validation prc-auc = 0.024637
Epoch 1729
Validation prc-auc = 0.024673
Epoch 1730
Validation prc-auc = 0.025901
Epoch 1731
Loss = 6.9862e-03, PNorm = 90.2976, GNorm = 0.3514, lr_0 = 9.1411e-04
Validation prc-auc = 0.026413
Epoch 1732
Validation prc-auc = 0.027300
Epoch 1733
Validation prc-auc = 0.027645
Epoch 1734
Validation prc-auc = 0.027856
Epoch 1735
Loss = 8.2573e-02, PNorm = 90.3215, GNorm = 1.2287, lr_0 = 9.1390e-04
Loss = 1.4806e-04, PNorm = 90.3229, GNorm = 0.0057, lr_0 = 9.1389e-04
Validation prc-auc = 0.026732
Epoch 1736
Validation prc-auc = 0.026360
Epoch 1737
Validation prc-auc = 0.026036
Epoch 1738
Validation prc-auc = 0.025755
Epoch 1739
Validation prc-auc = 0.025833
Epoch 1740
Loss = 1.1258e-03, PNorm = 90.3514, GNorm = 0.0388, lr_0 = 9.1366e-04
Loss = 1.1784e-03, PNorm = 90.3538, GNorm = 0.0703, lr_0 = 9.1364e-04
Validation prc-auc = 0.025547
Epoch 1741
Validation prc-auc = 0.025483
Epoch 1742
Validation prc-auc = 0.025385
Epoch 1743
Validation prc-auc = 0.025489
Epoch 1744
Validation prc-auc = 0.025613
Epoch 1745
Loss = 2.0683e-04, PNorm = 90.3770, GNorm = 0.0080, lr_0 = 9.1343e-04
Validation prc-auc = 0.025593
Epoch 1746
Validation prc-auc = 0.025615
Epoch 1747
Validation prc-auc = 0.025718
Epoch 1748
Validation prc-auc = 0.025650
Epoch 1749
Loss = 7.6793e-03, PNorm = 90.3891, GNorm = 0.0163, lr_0 = 9.1320e-04
Validation prc-auc = 0.025449
Epoch 1750
Validation prc-auc = 0.025225
Epoch 1751
Validation prc-auc = 0.025118
Epoch 1752
Validation prc-auc = 0.024963
Epoch 1753
Validation prc-auc = 0.024892
Epoch 1754
Loss = 1.3841e-03, PNorm = 90.4073, GNorm = 0.0746, lr_0 = 9.1298e-04
Loss = 1.7906e-04, PNorm = 90.4086, GNorm = 0.0077, lr_0 = 9.1296e-04
Validation prc-auc = 0.025051
Epoch 1755
Validation prc-auc = 0.025106
Epoch 1756
Validation prc-auc = 0.024864
Epoch 1757
Validation prc-auc = 0.024719
Epoch 1758
Validation prc-auc = 0.024551
Epoch 1759
Loss = 3.3095e-04, PNorm = 90.4295, GNorm = 0.0129, lr_0 = 9.1275e-04
Validation prc-auc = 0.024417
Epoch 1760
Validation prc-auc = 0.024335
Epoch 1761
Validation prc-auc = 0.024259
Epoch 1762
Validation prc-auc = 0.024245
Epoch 1763
Validation prc-auc = 0.024037
Epoch 1764
Loss = 2.3234e-03, PNorm = 90.4425, GNorm = 0.1433, lr_0 = 9.1251e-04
Validation prc-auc = 0.023493
Epoch 1765
Validation prc-auc = 0.023163
Epoch 1766
Validation prc-auc = 0.023108
Epoch 1767
Validation prc-auc = 0.023084
Epoch 1768
Loss = 2.6072e-02, PNorm = 90.4620, GNorm = 1.7491, lr_0 = 9.1230e-04
Loss = 2.6847e-04, PNorm = 90.4652, GNorm = 0.0096, lr_0 = 9.1228e-04
Validation prc-auc = 0.023248
Epoch 1769
Validation prc-auc = 0.023013
Epoch 1770
Validation prc-auc = 0.022906
Epoch 1771
Validation prc-auc = 0.022954
Epoch 1772
Validation prc-auc = 0.022987
Epoch 1773
Loss = 7.4364e-04, PNorm = 90.4989, GNorm = 0.0164, lr_0 = 9.1206e-04
Loss = 4.6826e-05, PNorm = 90.5003, GNorm = 0.0023, lr_0 = 9.1204e-04
Validation prc-auc = 0.023102
Epoch 1774
Validation prc-auc = 0.023257
Epoch 1775
Validation prc-auc = 0.023373
Epoch 1776
Validation prc-auc = 0.023561
Epoch 1777
Validation prc-auc = 0.023492
Epoch 1778
Loss = 4.4218e-04, PNorm = 90.5086, GNorm = 0.0134, lr_0 = 9.1183e-04
Validation prc-auc = 0.023562
Epoch 1779
Validation prc-auc = 0.023513
Epoch 1780
Validation prc-auc = 0.023610
Epoch 1781
Validation prc-auc = 0.023615
Epoch 1782
Validation prc-auc = 0.023678
Epoch 1783
Loss = 1.4389e-03, PNorm = 90.5163, GNorm = 0.0402, lr_0 = 9.1159e-04
Validation prc-auc = 0.023726
Epoch 1784
Validation prc-auc = 0.023809
Epoch 1785
Validation prc-auc = 0.023792
Epoch 1786
Validation prc-auc = 0.023881
Epoch 1787
Loss = 4.1661e-04, PNorm = 90.5219, GNorm = 0.0101, lr_0 = 9.1138e-04
Loss = 2.1470e-04, PNorm = 90.5223, GNorm = 0.0102, lr_0 = 9.1136e-04
Validation prc-auc = 0.024052
Epoch 1788
Validation prc-auc = 0.024032
Epoch 1789
Validation prc-auc = 0.024119
Epoch 1790
Validation prc-auc = 0.024133
Epoch 1791
Validation prc-auc = 0.024173
Epoch 1792
Loss = 8.0142e-04, PNorm = 90.5270, GNorm = 0.0241, lr_0 = 9.1115e-04
Validation prc-auc = 0.024131
Epoch 1793
Validation prc-auc = 0.024042
Epoch 1794
Validation prc-auc = 0.023966
Epoch 1795
Validation prc-auc = 0.024200
Epoch 1796
Validation prc-auc = 0.024277
Epoch 1797
Loss = 3.1307e-04, PNorm = 90.5378, GNorm = 0.0093, lr_0 = 9.1091e-04
Validation prc-auc = 0.024124
Epoch 1798
Validation prc-auc = 0.024152
Epoch 1799
Validation prc-auc = 0.024047
Epoch 1800
Validation prc-auc = 0.024019
Epoch 1801
Loss = 1.4478e-03, PNorm = 90.5563, GNorm = 0.0799, lr_0 = 9.1070e-04
Loss = 3.2756e-04, PNorm = 90.5575, GNorm = 0.0146, lr_0 = 9.1068e-04
Validation prc-auc = 0.024018
Epoch 1802
Validation prc-auc = 0.024019
Epoch 1803
Validation prc-auc = 0.024026
Epoch 1804
Validation prc-auc = 0.024145
Epoch 1805
Validation prc-auc = 0.024254
Epoch 1806
Loss = 4.1796e-04, PNorm = 90.5747, GNorm = 0.0039, lr_0 = 9.1046e-04
Loss = 2.0266e-06, PNorm = 90.5755, GNorm = 0.0002, lr_0 = 9.1044e-04
Validation prc-auc = 0.024215
Epoch 1807
Validation prc-auc = 0.024453
Epoch 1808
Validation prc-auc = 0.024875
Epoch 1809
Validation prc-auc = 0.025331
Epoch 1810
Validation prc-auc = 0.025850
Epoch 1811
Loss = 1.3111e-03, PNorm = 90.5899, GNorm = 0.0401, lr_0 = 9.1023e-04
Validation prc-auc = 0.025773
Epoch 1812
Validation prc-auc = 0.025619
Epoch 1813
Validation prc-auc = 0.025757
Epoch 1814
Validation prc-auc = 0.025701
Epoch 1815
Validation prc-auc = 0.025668
Epoch 1816
Loss = 3.3593e-04, PNorm = 90.6107, GNorm = 0.0119, lr_0 = 9.0999e-04
Validation prc-auc = 0.025686
Epoch 1817
Validation prc-auc = 0.025669
Epoch 1818
Validation prc-auc = 0.025729
Epoch 1819
Validation prc-auc = 0.025697
Epoch 1820
Loss = 5.4083e-04, PNorm = 90.6177, GNorm = 0.0314, lr_0 = 9.0978e-04
Loss = 4.1720e-05, PNorm = 90.6181, GNorm = 0.0022, lr_0 = 9.0976e-04
Validation prc-auc = 0.025681
Epoch 1821
Validation prc-auc = 0.025661
Epoch 1822
Validation prc-auc = 0.025694
Epoch 1823
Validation prc-auc = 0.025727
Epoch 1824
Validation prc-auc = 0.025677
Epoch 1825
Loss = 1.5694e-04, PNorm = 90.6227, GNorm = 0.0051, lr_0 = 9.0955e-04
Validation prc-auc = 0.025560
Epoch 1826
Validation prc-auc = 0.025562
Epoch 1827
Validation prc-auc = 0.025552
Epoch 1828
Validation prc-auc = 0.025620
Epoch 1829
Validation prc-auc = 0.025164
Epoch 1830
Loss = 2.7085e-03, PNorm = 90.6230, GNorm = 0.1531, lr_0 = 9.0931e-04
Validation prc-auc = 0.024799
Epoch 1831
Validation prc-auc = 0.024620
Epoch 1832
Validation prc-auc = 0.024705
Epoch 1833
Validation prc-auc = 0.024715
Epoch 1834
Loss = 1.0303e-03, PNorm = 90.6327, GNorm = 0.0915, lr_0 = 9.0910e-04
Loss = 7.7678e-05, PNorm = 90.6337, GNorm = 0.0039, lr_0 = 9.0909e-04
Validation prc-auc = 0.024867
Epoch 1835
Validation prc-auc = 0.024776
Epoch 1836
Validation prc-auc = 0.024703
Epoch 1837
Validation prc-auc = 0.024680
Epoch 1838
Validation prc-auc = 0.024708
Epoch 1839
Loss = 1.1501e-02, PNorm = 90.6431, GNorm = 1.6133, lr_0 = 9.0886e-04
Loss = 2.4208e-02, PNorm = 90.6434, GNorm = 1.3515, lr_0 = 9.0884e-04
Validation prc-auc = 0.024140
Epoch 1840
Validation prc-auc = 0.023554
Epoch 1841
Validation prc-auc = 0.023413
Epoch 1842
Validation prc-auc = 0.023247
Epoch 1843
Validation prc-auc = 0.023357
Epoch 1844
Loss = 1.7635e-03, PNorm = 90.6699, GNorm = 0.0661, lr_0 = 9.0863e-04
Validation prc-auc = 0.023434
Epoch 1845
Validation prc-auc = 0.023527
Epoch 1846
Validation prc-auc = 0.023542
Epoch 1847
Validation prc-auc = 0.023756
Epoch 1848
Validation prc-auc = 0.023895
Epoch 1849
Loss = 1.5812e-04, PNorm = 90.6955, GNorm = 0.0057, lr_0 = 9.0839e-04
Validation prc-auc = 0.023987
Epoch 1850
Validation prc-auc = 0.024112
Epoch 1851
Validation prc-auc = 0.024174
Epoch 1852
Validation prc-auc = 0.024134
Epoch 1853
Loss = 1.9814e-04, PNorm = 90.7109, GNorm = 0.0173, lr_0 = 9.0818e-04
Loss = 2.1794e-05, PNorm = 90.7115, GNorm = 0.0009, lr_0 = 9.0817e-04
Validation prc-auc = 0.024185
Epoch 1854
Validation prc-auc = 0.024063
Epoch 1855
Validation prc-auc = 0.023995
Epoch 1856
Validation prc-auc = 0.023931
Epoch 1857
Validation prc-auc = 0.023844
Epoch 1858
Loss = 2.1709e-03, PNorm = 90.7352, GNorm = 0.0036, lr_0 = 9.0794e-04
Validation prc-auc = 0.023759
Epoch 1859
Validation prc-auc = 0.023718
Epoch 1860
Validation prc-auc = 0.023647
Epoch 1861
Validation prc-auc = 0.023593
Epoch 1862
Validation prc-auc = 0.023615
Epoch 1863
Loss = 2.2058e-04, PNorm = 90.7520, GNorm = 0.0102, lr_0 = 9.0772e-04
Validation prc-auc = 0.023584
Epoch 1864
Validation prc-auc = 0.023573
Epoch 1865
Validation prc-auc = 0.023569
Epoch 1866
Validation prc-auc = 0.023877
Epoch 1867
Loss = 6.8036e-04, PNorm = 90.7621, GNorm = 0.0103, lr_0 = 9.0751e-04
Loss = 5.2047e-05, PNorm = 90.7631, GNorm = 0.0033, lr_0 = 9.0749e-04
Validation prc-auc = 0.024034
Epoch 1868
Validation prc-auc = 0.024250
Epoch 1869
Validation prc-auc = 0.024390
Epoch 1870
Validation prc-auc = 0.024701
Epoch 1871
Validation prc-auc = 0.024719
Epoch 1872
Loss = 5.1595e-04, PNorm = 90.7733, GNorm = 0.0463, lr_0 = 9.0727e-04
Loss = 1.7881e-06, PNorm = 90.7737, GNorm = 0.0001, lr_0 = 9.0725e-04
Validation prc-auc = 0.024743
Epoch 1873
Validation prc-auc = 0.024898
Epoch 1874
Validation prc-auc = 0.024960
Epoch 1875
Validation prc-auc = 0.024968
Epoch 1876
Validation prc-auc = 0.024990
Epoch 1877
Loss = 3.0420e-04, PNorm = 90.7780, GNorm = 0.0166, lr_0 = 9.0704e-04
Validation prc-auc = 0.025145
Epoch 1878
Validation prc-auc = 0.025251
Epoch 1879
Validation prc-auc = 0.025315
Epoch 1880
Validation prc-auc = 0.025285
Epoch 1881
Validation prc-auc = 0.026011
Epoch 1882
Loss = 3.8340e-04, PNorm = 90.7847, GNorm = 0.0169, lr_0 = 9.0680e-04
Validation prc-auc = 0.026394
Epoch 1883
Validation prc-auc = 0.027003
Epoch 1884
Validation prc-auc = 0.027296
Epoch 1885
Validation prc-auc = 0.027297
Epoch 1886
Loss = 4.1205e-03, PNorm = 90.8110, GNorm = 0.5205, lr_0 = 9.0659e-04
Loss = 2.9460e-02, PNorm = 90.8143, GNorm = 1.7025, lr_0 = 9.0657e-04
Validation prc-auc = 0.027256
Epoch 1887
Validation prc-auc = 0.028456
Epoch 1888
Validation prc-auc = 0.028834
Epoch 1889
Validation prc-auc = 0.029536
Epoch 1890
Validation prc-auc = 0.030069
Epoch 1891
Loss = 2.7586e-03, PNorm = 90.8515, GNorm = 0.0218, lr_0 = 9.0635e-04
Validation prc-auc = 0.030176
Epoch 1892
Validation prc-auc = 0.030165
Epoch 1893
Validation prc-auc = 0.029870
Epoch 1894
Validation prc-auc = 0.029645
Epoch 1895
Validation prc-auc = 0.029631
Epoch 1896
Loss = 2.7485e-04, PNorm = 90.8704, GNorm = 0.0142, lr_0 = 9.0612e-04
Validation prc-auc = 0.029642
Epoch 1897
Validation prc-auc = 0.029638
Epoch 1898
Validation prc-auc = 0.029583
Epoch 1899
Validation prc-auc = 0.029378
Epoch 1900
Loss = 1.2301e-02, PNorm = 90.8772, GNorm = 1.0575, lr_0 = 9.0592e-04
Loss = 1.1819e-04, PNorm = 90.8778, GNorm = 0.0053, lr_0 = 9.0590e-04
Validation prc-auc = 0.028498
Epoch 1901
Validation prc-auc = 0.027707
Epoch 1902
Validation prc-auc = 0.027114
Epoch 1903
Validation prc-auc = 0.027268
Epoch 1904
Validation prc-auc = 0.027566
Epoch 1905
Loss = 9.3505e-03, PNorm = 90.8978, GNorm = 1.3441, lr_0 = 9.0567e-04
Loss = 2.0384e-05, PNorm = 90.8995, GNorm = 0.0007, lr_0 = 9.0566e-04
Validation prc-auc = 0.027496
Epoch 1906
Validation prc-auc = 0.027589
Epoch 1907
Validation prc-auc = 0.027836
Epoch 1908
Validation prc-auc = 0.027691
Epoch 1909
Validation prc-auc = 0.027527
Epoch 1910
Loss = 6.1366e-04, PNorm = 90.9189, GNorm = 0.0286, lr_0 = 9.0545e-04
Validation prc-auc = 0.027334
Epoch 1911
Validation prc-auc = 0.027421
Epoch 1912
Validation prc-auc = 0.027709
Epoch 1913
Validation prc-auc = 0.027885
Epoch 1914
Validation prc-auc = 0.027772
Epoch 1915
Loss = 8.5339e-05, PNorm = 90.9344, GNorm = 0.0041, lr_0 = 9.0521e-04
Validation prc-auc = 0.027912
Epoch 1916
Validation prc-auc = 0.026754
Epoch 1917
Validation prc-auc = 0.026046
Epoch 1918
Validation prc-auc = 0.025425
Epoch 1919
Loss = 1.7702e-03, PNorm = 90.9461, GNorm = 0.2919, lr_0 = 9.0500e-04
Loss = 2.1278e-05, PNorm = 90.9467, GNorm = 0.0010, lr_0 = 9.0498e-04
Validation prc-auc = 0.024932
Epoch 1920
Validation prc-auc = 0.024386
Epoch 1921
Validation prc-auc = 0.024279
Epoch 1922
Validation prc-auc = 0.024424
Epoch 1923
Validation prc-auc = 0.025211
Epoch 1924
Loss = 1.2707e-03, PNorm = 90.9590, GNorm = 0.1325, lr_0 = 9.0476e-04
Validation prc-auc = 0.026581
Epoch 1925
Validation prc-auc = 0.027412
Epoch 1926
Validation prc-auc = 0.028022
Epoch 1927
Validation prc-auc = 0.028990
Epoch 1928
Validation prc-auc = 0.030488
Epoch 1929
Loss = 8.2716e-03, PNorm = 90.9819, GNorm = 0.4132, lr_0 = 9.0454e-04
Validation prc-auc = 0.031314
Epoch 1930
Validation prc-auc = 0.032401
Epoch 1931
Validation prc-auc = 0.035590
Epoch 1932
Validation prc-auc = 0.027215
Epoch 1933
Loss = 3.4892e-03, PNorm = 91.1666, GNorm = 0.0010, lr_0 = 9.0431e-04
Validation prc-auc = 0.020966
Epoch 1934
Validation prc-auc = 0.024188
Epoch 1935
Validation prc-auc = 0.026827
Epoch 1936
Validation prc-auc = 0.033787
Epoch 1937
Validation prc-auc = 0.039820
Epoch 1938
Loss = 2.6894e-01, PNorm = 91.8137, GNorm = 3.8503, lr_0 = 9.0409e-04
Loss = 1.5278e-05, PNorm = 91.8658, GNorm = 0.0009, lr_0 = 9.0407e-04
Validation prc-auc = 0.036079
Epoch 1939
Validation prc-auc = 0.033447
Epoch 1940
Validation prc-auc = 0.033338
Epoch 1941
Validation prc-auc = 0.033630
Epoch 1942
Validation prc-auc = 0.032924
Epoch 1943
Loss = 5.1268e-02, PNorm = 92.4497, GNorm = 0.9617, lr_0 = 9.0386e-04
Validation prc-auc = 0.032978
Epoch 1944
Validation prc-auc = 0.032483
Epoch 1945
Validation prc-auc = 0.032560
Epoch 1946
Validation prc-auc = 0.032411
Epoch 1947
Validation prc-auc = 0.031946
Epoch 1948
Loss = 4.8184e-02, PNorm = 92.8866, GNorm = 1.4691, lr_0 = 9.0362e-04
Validation prc-auc = 0.031528
Epoch 1949
Validation prc-auc = 0.031332
Epoch 1950
Validation prc-auc = 0.030120
Epoch 1951
Validation prc-auc = 0.029618
Epoch 1952
Loss = 1.2472e-02, PNorm = 93.1636, GNorm = 0.9620, lr_0 = 9.0341e-04
Loss = 1.0156e-03, PNorm = 93.1804, GNorm = 0.0666, lr_0 = 9.0340e-04
Validation prc-auc = 0.029119
Epoch 1953
Validation prc-auc = 0.028839
Epoch 1954
Validation prc-auc = 0.028226
Epoch 1955
Validation prc-auc = 0.028011
Epoch 1956
Validation prc-auc = 0.028915
Epoch 1957
Loss = 1.2273e-02, PNorm = 93.3899, GNorm = 0.7713, lr_0 = 9.0317e-04
Loss = 2.4980e-01, PNorm = 93.4054, GNorm = 10.9947, lr_0 = 9.0316e-04
Validation prc-auc = 0.030453
Epoch 1958
Validation prc-auc = 0.034007
Epoch 1959
Validation prc-auc = 0.032989
Epoch 1960
Validation prc-auc = 0.030943
Epoch 1961
Validation prc-auc = 0.029600
Epoch 1962
Loss = 6.1160e-02, PNorm = 93.6219, GNorm = 1.8809, lr_0 = 9.0295e-04
Validation prc-auc = 0.029139
Epoch 1963
Validation prc-auc = 0.032198
Epoch 1964
Validation prc-auc = 0.035224
Epoch 1965
Validation prc-auc = 0.034574
Epoch 1966
Loss = 4.5756e-02, PNorm = 93.8983, GNorm = 1.9712, lr_0 = 9.0273e-04
Validation prc-auc = 0.034377
Epoch 1967
Validation prc-auc = 0.035551
Epoch 1968
Validation prc-auc = 0.039358
Epoch 1969
Validation prc-auc = 0.039148
Epoch 1970
Validation prc-auc = 0.037871
Epoch 1971
Loss = 1.7357e-01, PNorm = 94.0954, GNorm = 0.0460, lr_0 = 9.0250e-04
Loss = 7.7111e-04, PNorm = 94.1047, GNorm = 0.0582, lr_0 = 9.0249e-04
Validation prc-auc = 0.037784
Epoch 1972
Validation prc-auc = 0.035983
Epoch 1973
Validation prc-auc = 0.033094
Epoch 1974
Validation prc-auc = 0.032213
Epoch 1975
Validation prc-auc = 0.031989
Epoch 1976
Loss = 1.2130e-02, PNorm = 94.2123, GNorm = 0.4735, lr_0 = 9.0228e-04
Validation prc-auc = 0.031511
Epoch 1977
Validation prc-auc = 0.030574
Epoch 1978
Validation prc-auc = 0.029969
Epoch 1979
Validation prc-auc = 0.029542
Epoch 1980
Validation prc-auc = 0.028260
Epoch 1981
Loss = 3.8720e-02, PNorm = 94.2902, GNorm = 1.1901, lr_0 = 9.0204e-04
Validation prc-auc = 0.026762
Epoch 1982
Validation prc-auc = 0.026468
Epoch 1983
Validation prc-auc = 0.029082
Epoch 1984
Validation prc-auc = 0.027942
Epoch 1985
Loss = 1.8025e-01, PNorm = 94.5198, GNorm = 1.3668, lr_0 = 9.0183e-04
Loss = 3.7386e-03, PNorm = 94.5381, GNorm = 0.1752, lr_0 = 9.0181e-04
Validation prc-auc = 0.029762
Epoch 1986
Validation prc-auc = 0.031920
Epoch 1987
Validation prc-auc = 0.033695
Epoch 1988
Validation prc-auc = 0.031777
Epoch 1989
Validation prc-auc = 0.030914
Epoch 1990
Loss = 3.7905e-02, PNorm = 94.7612, GNorm = 1.0416, lr_0 = 9.0159e-04
Loss = 2.3597e-02, PNorm = 94.7785, GNorm = 1.4878, lr_0 = 9.0157e-04
Validation prc-auc = 0.026736
Epoch 1991
Validation prc-auc = 0.026099
Epoch 1992
Validation prc-auc = 0.025931
Epoch 1993
Validation prc-auc = 0.026926
Epoch 1994
Validation prc-auc = 0.028976
Epoch 1995
Loss = 1.2852e-02, PNorm = 94.9848, GNorm = 0.3792, lr_0 = 9.0137e-04
Validation prc-auc = 0.031121
Epoch 1996
Validation prc-auc = 0.032583
Epoch 1997
Validation prc-auc = 0.030255
Epoch 1998
Validation prc-auc = 0.030807
Epoch 1999
Loss = 2.0050e-02, PNorm = 95.3941, GNorm = 0.0353, lr_0 = 9.0114e-04
Validation prc-auc = 0.032553
Model 0 best validation prc-auc = 0.054116 on epoch 560
Loading pretrained parameter "encoder.encoder.0.cached_zero_vector".
Loading pretrained parameter "encoder.encoder.0.W_i.weight".
Loading pretrained parameter "encoder.encoder.0.W_h.weight".
Loading pretrained parameter "encoder.encoder.0.W_o.weight".
Loading pretrained parameter "encoder.encoder.0.W_o.bias".
Loading pretrained parameter "ffn.1.weight".
Loading pretrained parameter "ffn.1.bias".
Moving model to cuda
Model 0 test prc-auc = 0.046875
Ensemble test prc-auc = 0.046875
Fold 8
Splitting data with seed 8
Class sizes
sars_cov_two_active 0: 98.39%, 1: 1.61%
Total size = 3,294 | train size = 3,294 | val size = 1,096 | test size = 1,086
With class_balance, effective train size = 106
Building model 0
MoleculeModel(
  (sigmoid): Sigmoid()
  (encoder): MPN(
    (encoder): ModuleList(
      (0): MPNEncoder(
        (dropout_layer): Dropout(p=0.35000000000000003, inplace=False)
        (act_func): ReLU()
        (W_i): Linear(in_features=147, out_features=1100, bias=False)
        (W_h): Linear(in_features=1100, out_features=1100, bias=False)
        (W_o): Linear(in_features=1233, out_features=1100, bias=True)
      )
    )
  )
  (ffn): Sequential(
    (0): Dropout(p=0.35000000000000003, inplace=False)
    (1): Linear(in_features=1328, out_features=1, bias=True)
  )
)
Number of parameters = 2,730,429
Moving model to cuda
Epoch 0
Validation prc-auc = 0.011335
Epoch 1
Validation prc-auc = 0.011306
Epoch 2
Validation prc-auc = 0.011583
Epoch 3
Validation prc-auc = 0.011332
Epoch 4
Loss = 7.4529e-01, PNorm = 50.2349, GNorm = 2.1538, lr_0 = 2.0385e-04
Loss = 6.2540e-01, PNorm = 50.2357, GNorm = 4.5382, lr_0 = 2.1077e-04
Validation prc-auc = 0.011370
Epoch 5
Validation prc-auc = 0.011596
Epoch 6
Validation prc-auc = 0.012748
Epoch 7
Validation prc-auc = 0.013327
Epoch 8
Validation prc-auc = 0.013309
Epoch 9
Loss = 7.0873e-01, PNorm = 50.2498, GNorm = 1.8481, lr_0 = 3.0077e-04
Validation prc-auc = 0.014890
Epoch 10
Validation prc-auc = 0.018429
Epoch 11
Validation prc-auc = 0.018511
Epoch 12
Validation prc-auc = 0.018185
Epoch 13
Validation prc-auc = 0.021861
Epoch 14
Loss = 6.2596e-01, PNorm = 50.2752, GNorm = 2.3374, lr_0 = 4.0462e-04
Validation prc-auc = 0.020465
Epoch 15
Validation prc-auc = 0.023949
Epoch 16
Validation prc-auc = 0.025631
Epoch 17
Validation prc-auc = 0.024735
Epoch 18
Loss = 6.9529e-01, PNorm = 50.3042, GNorm = 1.4396, lr_0 = 4.9462e-04
Loss = 9.6333e-01, PNorm = 50.3066, GNorm = 4.3548, lr_0 = 5.0154e-04
Validation prc-auc = 0.023815
Epoch 19
Validation prc-auc = 0.024827
Epoch 20
Validation prc-auc = 0.025138
Epoch 21
Validation prc-auc = 0.024762
Epoch 22
Validation prc-auc = 0.026497
Epoch 23
Loss = 7.0019e-01, PNorm = 50.3466, GNorm = 1.4000, lr_0 = 5.9846e-04
Loss = 6.0818e-01, PNorm = 50.3499, GNorm = 3.7686, lr_0 = 6.0538e-04
Validation prc-auc = 0.029347
Epoch 24
Validation prc-auc = 0.030789
Epoch 25
Validation prc-auc = 0.032400
Epoch 26
Validation prc-auc = 0.032771
Epoch 27
Validation prc-auc = 0.032996
Epoch 28
Loss = 6.4796e-01, PNorm = 50.3924, GNorm = 1.1611, lr_0 = 6.9538e-04
Validation prc-auc = 0.033342
Epoch 29
Validation prc-auc = 0.033373
Epoch 30
Validation prc-auc = 0.034270
Epoch 31
Validation prc-auc = 0.033104
Epoch 32
Validation prc-auc = 0.031714
Epoch 33
Loss = 6.4470e-01, PNorm = 50.4512, GNorm = 1.0507, lr_0 = 7.9923e-04
Validation prc-auc = 0.030242
Epoch 34
Validation prc-auc = 0.028740
Epoch 35
Validation prc-auc = 0.026361
Epoch 36
Validation prc-auc = 0.026908
Epoch 37
Loss = 6.6184e-01, PNorm = 50.5075, GNorm = 1.7300, lr_0 = 8.8923e-04
Loss = 3.5234e-01, PNorm = 50.5132, GNorm = 2.0716, lr_0 = 8.9615e-04
Validation prc-auc = 0.027478
Epoch 38
Validation prc-auc = 0.026684
Epoch 39
Validation prc-auc = 0.027418
Epoch 40
Validation prc-auc = 0.029350
Epoch 41
Validation prc-auc = 0.030413
Epoch 42
Loss = 6.5157e-01, PNorm = 50.5980, GNorm = 1.0907, lr_0 = 9.8615e-04
Validation prc-auc = 0.028231
Epoch 43
Validation prc-auc = 0.028154
Epoch 44
Validation prc-auc = 0.026697
Epoch 45
Validation prc-auc = 0.026511
Epoch 46
Validation prc-auc = 0.026585
Epoch 47
Loss = 5.8124e-01, PNorm = 50.6926, GNorm = 1.0026, lr_0 = 9.9977e-04
Validation prc-auc = 0.026974
Epoch 48
Validation prc-auc = 0.027813
Epoch 49
Validation prc-auc = 0.029200
Epoch 50
Validation prc-auc = 0.031111
Epoch 51
Loss = 6.0937e-01, PNorm = 50.7885, GNorm = 1.0561, lr_0 = 9.9954e-04
Loss = 5.3261e-01, PNorm = 50.7931, GNorm = 3.6867, lr_0 = 9.9952e-04
Validation prc-auc = 0.032158
Epoch 52
Validation prc-auc = 0.028317
Epoch 53
Validation prc-auc = 0.024738
Epoch 54
Validation prc-auc = 0.023970
Epoch 55
Validation prc-auc = 0.023656
Epoch 56
Loss = 6.4600e-01, PNorm = 50.8855, GNorm = 1.0778, lr_0 = 9.9927e-04
Loss = 7.7257e-01, PNorm = 50.8916, GNorm = 3.7736, lr_0 = 9.9926e-04
Validation prc-auc = 0.023720
Epoch 57
Validation prc-auc = 0.025076
Epoch 58
Validation prc-auc = 0.024392
Epoch 59
Validation prc-auc = 0.022771
Epoch 60
Validation prc-auc = 0.021836
Epoch 61
Loss = 6.1837e-01, PNorm = 50.9860, GNorm = 1.3124, lr_0 = 9.9903e-04
Validation prc-auc = 0.021481
Epoch 62
Validation prc-auc = 0.020898
Epoch 63
Validation prc-auc = 0.021322
Epoch 64
Validation prc-auc = 0.024958
Epoch 65
Validation prc-auc = 0.022392
Epoch 66
Loss = 6.1499e-01, PNorm = 51.1072, GNorm = 1.3398, lr_0 = 9.9876e-04
Validation prc-auc = 0.021228
Epoch 67
Validation prc-auc = 0.022182
Epoch 68
Validation prc-auc = 0.021739
Epoch 69
Validation prc-auc = 0.021740
Epoch 70
Loss = 5.3785e-01, PNorm = 51.1999, GNorm = 1.0529, lr_0 = 9.9853e-04
Loss = 7.3154e-01, PNorm = 51.2061, GNorm = 2.6818, lr_0 = 9.9851e-04
Validation prc-auc = 0.021388
Epoch 71
Validation prc-auc = 0.021136
Epoch 72
Validation prc-auc = 0.024210
Epoch 73
Validation prc-auc = 0.020950
Epoch 74
Validation prc-auc = 0.019566
Epoch 75
Loss = 6.4343e-01, PNorm = 51.3017, GNorm = 1.4083, lr_0 = 9.9828e-04
Validation prc-auc = 0.018818
Epoch 76
Validation prc-auc = 0.020191
Epoch 77
Validation prc-auc = 0.022440
Epoch 78
Validation prc-auc = 0.023860
Epoch 79
Validation prc-auc = 0.025328
Epoch 80
Loss = 6.0362e-01, PNorm = 51.4180, GNorm = 0.9102, lr_0 = 9.9802e-04
Validation prc-auc = 0.025737
Epoch 81
Validation prc-auc = 0.026155
Epoch 82
Validation prc-auc = 0.027464
Epoch 83
Validation prc-auc = 0.026717
Epoch 84
Loss = 6.2190e-01, PNorm = 51.5077, GNorm = 1.0612, lr_0 = 9.9779e-04
Loss = 4.7164e-01, PNorm = 51.5138, GNorm = 2.5034, lr_0 = 9.9777e-04
Validation prc-auc = 0.024666
Epoch 85
Validation prc-auc = 0.024119
Epoch 86
Validation prc-auc = 0.024860
Epoch 87
Validation prc-auc = 0.022932
Epoch 88
Validation prc-auc = 0.022888
Epoch 89
Loss = 5.9426e-01, PNorm = 51.6331, GNorm = 1.3797, lr_0 = 9.9752e-04
Loss = 4.8864e-01, PNorm = 51.6381, GNorm = 3.0510, lr_0 = 9.9750e-04
Validation prc-auc = 0.024111
Epoch 90
Validation prc-auc = 0.022524
Epoch 91
Validation prc-auc = 0.024894
Epoch 92
Validation prc-auc = 0.022906
Epoch 93
Validation prc-auc = 0.020713
Epoch 94
Loss = 5.7704e-01, PNorm = 51.7225, GNorm = 1.6405, lr_0 = 9.9727e-04
Validation prc-auc = 0.023556
Epoch 95
Validation prc-auc = 0.025908
Epoch 96
Validation prc-auc = 0.025893
Epoch 97
Validation prc-auc = 0.023291
Epoch 98
Validation prc-auc = 0.024028
Epoch 99
Loss = 6.2307e-01, PNorm = 51.8762, GNorm = 1.2384, lr_0 = 9.9701e-04
Validation prc-auc = 0.026698
Epoch 100
Validation prc-auc = 0.028605
Epoch 101
Validation prc-auc = 0.024836
Epoch 102
Validation prc-auc = 0.025196
Epoch 103
Loss = 4.9770e-01, PNorm = 51.9910, GNorm = 0.9786, lr_0 = 9.9678e-04
Loss = 5.4902e-01, PNorm = 52.0002, GNorm = 3.0043, lr_0 = 9.9676e-04
Validation prc-auc = 0.028068
Epoch 104
Validation prc-auc = 0.026661
Epoch 105
Validation prc-auc = 0.026072
Epoch 106
Validation prc-auc = 0.026473
Epoch 107
Validation prc-auc = 0.024761
Epoch 108
Loss = 4.9371e-01, PNorm = 52.1178, GNorm = 0.9455, lr_0 = 9.9651e-04
Validation prc-auc = 0.023892
Epoch 109
Validation prc-auc = 0.023409
Epoch 110
Validation prc-auc = 0.019598
Epoch 111
Validation prc-auc = 0.021176
Epoch 112
Validation prc-auc = 0.028960
Epoch 113
Loss = 6.8491e-01, PNorm = 52.2681, GNorm = 3.7240, lr_0 = 9.9627e-04
Validation prc-auc = 0.024397
Epoch 114
Validation prc-auc = 0.028127
Epoch 115
Validation prc-auc = 0.022799
Epoch 116
Validation prc-auc = 0.016309
Epoch 117
Loss = 6.7613e-01, PNorm = 52.4370, GNorm = 2.1736, lr_0 = 9.9604e-04
Loss = 7.4717e-01, PNorm = 52.4532, GNorm = 3.3914, lr_0 = 9.9602e-04
Validation prc-auc = 0.017424
Epoch 118
Validation prc-auc = 0.029354
Epoch 119
Validation prc-auc = 0.038405
Epoch 120
Validation prc-auc = 0.030180
Epoch 121
Validation prc-auc = 0.027453
Epoch 122
Loss = 4.9548e-01, PNorm = 52.6651, GNorm = 0.8345, lr_0 = 9.9577e-04
Loss = 7.2145e-01, PNorm = 52.6783, GNorm = 4.8685, lr_0 = 9.9575e-04
Validation prc-auc = 0.027182
Epoch 123
Validation prc-auc = 0.027610
Epoch 124
Validation prc-auc = 0.026910
Epoch 125
Validation prc-auc = 0.028736
Epoch 126
Validation prc-auc = 0.027323
Epoch 127
Loss = 4.4122e-01, PNorm = 52.8360, GNorm = 1.8064, lr_0 = 9.9552e-04
Validation prc-auc = 0.025024
Epoch 128
Validation prc-auc = 0.023624
Epoch 129
Validation prc-auc = 0.021256
Epoch 130
Validation prc-auc = 0.021838
Epoch 131
Validation prc-auc = 0.021883
Epoch 132
Loss = 4.9107e-01, PNorm = 53.0046, GNorm = 1.0981, lr_0 = 9.9526e-04
Validation prc-auc = 0.022662
Epoch 133
Validation prc-auc = 0.023528
Epoch 134
Validation prc-auc = 0.023954
Epoch 135
Validation prc-auc = 0.023312
Epoch 136
Loss = 4.4937e-01, PNorm = 53.1523, GNorm = 2.4580, lr_0 = 9.9503e-04
Loss = 4.2164e-01, PNorm = 53.1646, GNorm = 1.7735, lr_0 = 9.9501e-04
Validation prc-auc = 0.023120
Epoch 137
Validation prc-auc = 0.025607
Epoch 138
Validation prc-auc = 0.025061
Epoch 139
Validation prc-auc = 0.023616
Epoch 140
Validation prc-auc = 0.023630
Epoch 141
Loss = 4.4610e-01, PNorm = 53.3594, GNorm = 1.2193, lr_0 = 9.9477e-04
Validation prc-auc = 0.023372
Epoch 142
Validation prc-auc = 0.022866
Epoch 143
Validation prc-auc = 0.022685
Epoch 144
Validation prc-auc = 0.021881
Epoch 145
Validation prc-auc = 0.023183
Epoch 146
Loss = 3.9842e-01, PNorm = 53.5703, GNorm = 1.5293, lr_0 = 9.9452e-04
Validation prc-auc = 0.022533
Epoch 147
Validation prc-auc = 0.019982
Epoch 148
Validation prc-auc = 0.020017
Epoch 149
Validation prc-auc = 0.021648
Epoch 150
Loss = 4.2411e-01, PNorm = 53.8360, GNorm = 1.3398, lr_0 = 9.9429e-04
Loss = 1.5899e-01, PNorm = 53.8564, GNorm = 3.1628, lr_0 = 9.9427e-04
Validation prc-auc = 0.024173
Epoch 151
Validation prc-auc = 0.029304
Epoch 152
Validation prc-auc = 0.037130
Epoch 153
Validation prc-auc = 0.032287
Epoch 154
Validation prc-auc = 0.041987
Epoch 155
Loss = 4.0188e-01, PNorm = 54.1319, GNorm = 2.2974, lr_0 = 9.9403e-04
Loss = 1.4555e-01, PNorm = 54.1480, GNorm = 1.4669, lr_0 = 9.9401e-04
Validation prc-auc = 0.036466
Epoch 156
Validation prc-auc = 0.039219
Epoch 157
Validation prc-auc = 0.037633
Epoch 158
Validation prc-auc = 0.029692
Epoch 159
Validation prc-auc = 0.026372
Epoch 160
Loss = 4.6182e-01, PNorm = 54.3465, GNorm = 1.7578, lr_0 = 9.9378e-04
Validation prc-auc = 0.026571
Epoch 161
Validation prc-auc = 0.023258
Epoch 162
Validation prc-auc = 0.023800
Epoch 163
Validation prc-auc = 0.026083
Epoch 164
Validation prc-auc = 0.025786
Epoch 165
Loss = 2.1187e-01, PNorm = 54.6248, GNorm = 0.9832, lr_0 = 9.9351e-04
Validation prc-auc = 0.023285
Epoch 166
Validation prc-auc = 0.021793
Epoch 167
Validation prc-auc = 0.025392
Epoch 168
Validation prc-auc = 0.025266
Epoch 169
Loss = 3.5075e-01, PNorm = 54.9137, GNorm = 2.0759, lr_0 = 9.9329e-04
Loss = 3.1587e-01, PNorm = 54.9392, GNorm = 2.5039, lr_0 = 9.9327e-04
Validation prc-auc = 0.024926
Epoch 170
Validation prc-auc = 0.025056
Epoch 171
Validation prc-auc = 0.025025
Epoch 172
Validation prc-auc = 0.023321
Epoch 173
Validation prc-auc = 0.026678
Epoch 174
Loss = 3.4380e-01, PNorm = 55.2403, GNorm = 3.1329, lr_0 = 9.9302e-04
Validation prc-auc = 0.026469
Epoch 175
Validation prc-auc = 0.023721
Epoch 176
Validation prc-auc = 0.024205
Epoch 177
Validation prc-auc = 0.024000
Epoch 178
Validation prc-auc = 0.024307
Epoch 179
Loss = 3.4968e-01, PNorm = 55.5274, GNorm = 1.3757, lr_0 = 9.9277e-04
Validation prc-auc = 0.024964
Epoch 180
Validation prc-auc = 0.024104
Epoch 181
Validation prc-auc = 0.021779
Epoch 182
Validation prc-auc = 0.020752
Epoch 183
Loss = 2.9038e-01, PNorm = 55.8480, GNorm = 2.4172, lr_0 = 9.9253e-04
Validation prc-auc = 0.020379
Epoch 184
Validation prc-auc = 0.021887
Epoch 185
Validation prc-auc = 0.022643
Epoch 186
Validation prc-auc = 0.025385
Epoch 187
Validation prc-auc = 0.028938
Epoch 188
Loss = 2.7727e-01, PNorm = 56.0895, GNorm = 2.9620, lr_0 = 9.9228e-04
Loss = 1.8115e-01, PNorm = 56.1092, GNorm = 1.8640, lr_0 = 9.9226e-04
Validation prc-auc = 0.027819
Epoch 189
Validation prc-auc = 0.025740
Epoch 190
Validation prc-auc = 0.023944
Epoch 191
Validation prc-auc = 0.022278
Epoch 192
Validation prc-auc = 0.028365
Epoch 193
Loss = 1.6079e-01, PNorm = 56.3461, GNorm = 1.5806, lr_0 = 9.9204e-04
Validation prc-auc = 0.045873
Epoch 194
Validation prc-auc = 0.056947
Epoch 195
Validation prc-auc = 0.043981
Epoch 196
Validation prc-auc = 0.039470
Epoch 197
Validation prc-auc = 0.037479
Epoch 198
Loss = 2.9625e-01, PNorm = 56.7340, GNorm = 2.4212, lr_0 = 9.9177e-04
Validation prc-auc = 0.029189
Epoch 199
Validation prc-auc = 0.027410
Epoch 200
Validation prc-auc = 0.042287
Epoch 201
Validation prc-auc = 0.041553
Epoch 202
Loss = 2.6125e-01, PNorm = 57.0307, GNorm = 1.5099, lr_0 = 9.9154e-04
Loss = 4.7330e-01, PNorm = 57.0499, GNorm = 4.0005, lr_0 = 9.9153e-04
Validation prc-auc = 0.036980
Epoch 203
Validation prc-auc = 0.037490
Epoch 204
Validation prc-auc = 0.038088
Epoch 205
Validation prc-auc = 0.036119
Epoch 206
Validation prc-auc = 0.029575
Epoch 207
Loss = 1.7516e-01, PNorm = 57.3238, GNorm = 0.8138, lr_0 = 9.9128e-04
Loss = 4.8923e-02, PNorm = 57.3435, GNorm = 0.6120, lr_0 = 9.9126e-04
Validation prc-auc = 0.027336
Epoch 208
Validation prc-auc = 0.029224
Epoch 209
Validation prc-auc = 0.027230
Epoch 210
Validation prc-auc = 0.029613
Epoch 211
Validation prc-auc = 0.032417
Epoch 212
Loss = 1.9921e-01, PNorm = 57.5713, GNorm = 1.0333, lr_0 = 9.9103e-04
Validation prc-auc = 0.038144
Epoch 213
Validation prc-auc = 0.040675
Epoch 214
Validation prc-auc = 0.044977
Epoch 215
Validation prc-auc = 0.044680
Epoch 216
Loss = 2.0699e-01, PNorm = 57.8304, GNorm = 1.8752, lr_0 = 9.9079e-04
Validation prc-auc = 0.042810
Epoch 217
Validation prc-auc = 0.034258
Epoch 218
Validation prc-auc = 0.033438
Epoch 219
Validation prc-auc = 0.030852
Epoch 220
Validation prc-auc = 0.028643
Epoch 221
Loss = 1.8898e-01, PNorm = 58.0904, GNorm = 0.9397, lr_0 = 9.9054e-04
Loss = 1.5843e-01, PNorm = 58.1113, GNorm = 2.2040, lr_0 = 9.9052e-04
Validation prc-auc = 0.027489
Epoch 222
Validation prc-auc = 0.026309
Epoch 223
Validation prc-auc = 0.025299
Epoch 224
Validation prc-auc = 0.026529
Epoch 225
Validation prc-auc = 0.028502
Epoch 226
Loss = 1.9541e-01, PNorm = 58.3482, GNorm = 1.3909, lr_0 = 9.9030e-04
Validation prc-auc = 0.030866
Epoch 227
Validation prc-auc = 0.029696
Epoch 228
Validation prc-auc = 0.026987
Epoch 229
Validation prc-auc = 0.025176
Epoch 230
Validation prc-auc = 0.024145
Epoch 231
Loss = 1.5723e-01, PNorm = 58.5499, GNorm = 1.3571, lr_0 = 9.9003e-04
Validation prc-auc = 0.026081
Epoch 232
Validation prc-auc = 0.029271
Epoch 233
Validation prc-auc = 0.027476
Epoch 234
Validation prc-auc = 0.023717
Epoch 235
Loss = 1.5683e-01, PNorm = 58.6847, GNorm = 1.8761, lr_0 = 9.8980e-04
Loss = 1.8361e-01, PNorm = 58.6981, GNorm = 4.3589, lr_0 = 9.8979e-04
Validation prc-auc = 0.021405
Epoch 236
Validation prc-auc = 0.023214
Epoch 237
Validation prc-auc = 0.024023
Epoch 238
Validation prc-auc = 0.026843
Epoch 239
Validation prc-auc = 0.028972
Epoch 240
Loss = 1.6562e-01, PNorm = 58.9126, GNorm = 1.5228, lr_0 = 9.8954e-04
Loss = 3.3943e-03, PNorm = 58.9291, GNorm = 0.1053, lr_0 = 9.8952e-04
Validation prc-auc = 0.024308
Epoch 241
Validation prc-auc = 0.021937
Epoch 242
Validation prc-auc = 0.023329
Epoch 243
Validation prc-auc = 0.024471
Epoch 244
Validation prc-auc = 0.024807
Epoch 245
Loss = 2.3834e-01, PNorm = 59.1491, GNorm = 1.5532, lr_0 = 9.8930e-04
Validation prc-auc = 0.026421
Epoch 246
Validation prc-auc = 0.030670
Epoch 247
Validation prc-auc = 0.029998
Epoch 248
Validation prc-auc = 0.031597
Epoch 249
Loss = 1.2679e-01, PNorm = 59.3971, GNorm = 0.6992, lr_0 = 9.8905e-04
Validation prc-auc = 0.032269
Epoch 250
Validation prc-auc = 0.031688
Epoch 251
Validation prc-auc = 0.032220
Epoch 252
Validation prc-auc = 0.035863
Epoch 253
Validation prc-auc = 0.035341
Epoch 254
Loss = 1.0820e-01, PNorm = 59.5777, GNorm = 1.6005, lr_0 = 9.8880e-04
Loss = 9.3710e-02, PNorm = 59.5902, GNorm = 2.0597, lr_0 = 9.8879e-04
Validation prc-auc = 0.033939
Epoch 255
Validation prc-auc = 0.031727
Epoch 256
Validation prc-auc = 0.029561
Epoch 257
Validation prc-auc = 0.023628
Epoch 258
Validation prc-auc = 0.022206
Epoch 259
Loss = 1.9209e-01, PNorm = 59.7344, GNorm = 2.1643, lr_0 = 9.8856e-04
Validation prc-auc = 0.021901
Epoch 260
Validation prc-auc = 0.026484
Epoch 261
Validation prc-auc = 0.029107
Epoch 262
Validation prc-auc = 0.030535
Epoch 263
Validation prc-auc = 0.031173
Epoch 264
Loss = 1.4951e-01, PNorm = 59.9652, GNorm = 1.8822, lr_0 = 9.8830e-04
Validation prc-auc = 0.028114
Epoch 265
Validation prc-auc = 0.025740
Epoch 266
Validation prc-auc = 0.027232
Epoch 267
Validation prc-auc = 0.029456
Epoch 268
Loss = 1.4478e-01, PNorm = 60.1624, GNorm = 2.3725, lr_0 = 9.8807e-04
Loss = 1.8592e-02, PNorm = 60.1745, GNorm = 0.4038, lr_0 = 9.8805e-04
Validation prc-auc = 0.028651
Epoch 269
Validation prc-auc = 0.026392
Epoch 270
Validation prc-auc = 0.025866
Epoch 271
Validation prc-auc = 0.026244
Epoch 272
Validation prc-auc = 0.024419
Epoch 273
Loss = 1.2545e-01, PNorm = 60.3505, GNorm = 1.0548, lr_0 = 9.8781e-04
Loss = 1.0155e-01, PNorm = 60.3670, GNorm = 2.3172, lr_0 = 9.8779e-04
Validation prc-auc = 0.022049
Epoch 274
Validation prc-auc = 0.021181
Epoch 275
Validation prc-auc = 0.021182
Epoch 276
Validation prc-auc = 0.021879
Epoch 277
Validation prc-auc = 0.022470
Epoch 278
Loss = 4.9884e-02, PNorm = 60.5471, GNorm = 0.7826, lr_0 = 9.8756e-04
Validation prc-auc = 0.023096
Epoch 279
Validation prc-auc = 0.022403
Epoch 280
Validation prc-auc = 0.023337
Epoch 281
Validation prc-auc = 0.025502
Epoch 282
Validation prc-auc = 0.027571
Epoch 283
Loss = 3.6038e-01, PNorm = 60.7691, GNorm = 1.9928, lr_0 = 9.8730e-04
Validation prc-auc = 0.025443
Epoch 284
Validation prc-auc = 0.029200
Epoch 285
Validation prc-auc = 0.024445
Epoch 286
Validation prc-auc = 0.024195
Epoch 287
Loss = 2.6187e-01, PNorm = 60.9908, GNorm = 4.6618, lr_0 = 9.8707e-04
Loss = 6.2056e-01, PNorm = 61.0002, GNorm = 13.4090, lr_0 = 9.8705e-04
Validation prc-auc = 0.024099
Epoch 288
Validation prc-auc = 0.022377
Epoch 289
Validation prc-auc = 0.023543
Epoch 290
Validation prc-auc = 0.029137
Epoch 291
Validation prc-auc = 0.034125
Epoch 292
Loss = 1.6988e-01, PNorm = 61.2592, GNorm = 1.0433, lr_0 = 9.8683e-04
Validation prc-auc = 0.039361
Epoch 293
Validation prc-auc = 0.038043
Epoch 294
Validation prc-auc = 0.035665
Epoch 295
Validation prc-auc = 0.034829
Epoch 296
Validation prc-auc = 0.039195
Epoch 297
Loss = 1.1545e-01, PNorm = 61.5408, GNorm = 0.9821, lr_0 = 9.8656e-04
Validation prc-auc = 0.040875
Epoch 298
Validation prc-auc = 0.040911
Epoch 299
Validation prc-auc = 0.039618
Epoch 300
Validation prc-auc = 0.039505
Epoch 301
Loss = 1.8686e-01, PNorm = 61.7457, GNorm = 1.1007, lr_0 = 9.8634e-04
Loss = 3.2024e-02, PNorm = 61.7579, GNorm = 1.0140, lr_0 = 9.8632e-04
Validation prc-auc = 0.040812
Epoch 302
Validation prc-auc = 0.039984
Epoch 303
Validation prc-auc = 0.035138
Epoch 304
Validation prc-auc = 0.026204
Epoch 305
Validation prc-auc = 0.023219
Epoch 306
Loss = 1.4235e-01, PNorm = 61.9216, GNorm = 0.5712, lr_0 = 9.8607e-04
Loss = 6.3393e-03, PNorm = 61.9326, GNorm = 0.1115, lr_0 = 9.8606e-04
Validation prc-auc = 0.023786
Epoch 307
Validation prc-auc = 0.025563
Epoch 308
Validation prc-auc = 0.028379
Epoch 309
Validation prc-auc = 0.029339
Epoch 310
Validation prc-auc = 0.029225
Epoch 311
Loss = 6.8702e-02, PNorm = 62.0874, GNorm = 0.8857, lr_0 = 9.8583e-04
Validation prc-auc = 0.029267
Epoch 312
Validation prc-auc = 0.028850
Epoch 313
Validation prc-auc = 0.029410
Epoch 314
Validation prc-auc = 0.029793
Epoch 315
Validation prc-auc = 0.028368
Epoch 316
Loss = 5.5624e-02, PNorm = 62.2901, GNorm = 1.6133, lr_0 = 9.8557e-04
Validation prc-auc = 0.029306
Epoch 317
Validation prc-auc = 0.030477
Epoch 318
Validation prc-auc = 0.028951
Epoch 319
Validation prc-auc = 0.025454
Epoch 320
Loss = 1.7010e-01, PNorm = 62.4637, GNorm = 1.2108, lr_0 = 9.8534e-04
Loss = 1.0458e-01, PNorm = 62.4765, GNorm = 2.5077, lr_0 = 9.8532e-04
Validation prc-auc = 0.023382
Epoch 321
Validation prc-auc = 0.022015
Epoch 322
Validation prc-auc = 0.021313
Epoch 323
Validation prc-auc = 0.021184
Epoch 324
Validation prc-auc = 0.020974
Epoch 325
Loss = 1.0969e-01, PNorm = 62.6162, GNorm = 0.8620, lr_0 = 9.8509e-04
Validation prc-auc = 0.020543
Epoch 326
Validation prc-auc = 0.019657
Epoch 327
Validation prc-auc = 0.020455
Epoch 328
Validation prc-auc = 0.021921
Epoch 329
Validation prc-auc = 0.023178
Epoch 330
Loss = 2.1573e-01, PNorm = 62.7206, GNorm = 1.2605, lr_0 = 9.8483e-04
Validation prc-auc = 0.023954
Epoch 331
Validation prc-auc = 0.025400
Epoch 332
Validation prc-auc = 0.025516
Epoch 333
Validation prc-auc = 0.025390
Epoch 334
Loss = 7.6044e-02, PNorm = 62.8392, GNorm = 1.4382, lr_0 = 9.8461e-04
Loss = 2.9231e-01, PNorm = 62.8498, GNorm = 7.3936, lr_0 = 9.8459e-04
Validation prc-auc = 0.025120
Epoch 335
Validation prc-auc = 0.022338
Epoch 336
Validation prc-auc = 0.023089
Epoch 337
Validation prc-auc = 0.026234
Epoch 338
Validation prc-auc = 0.028099
Epoch 339
Loss = 1.8329e-01, PNorm = 63.0597, GNorm = 2.4295, lr_0 = 9.8434e-04
Loss = 1.8089e-02, PNorm = 63.0737, GNorm = 0.6557, lr_0 = 9.8433e-04
Validation prc-auc = 0.029077
Epoch 340
Validation prc-auc = 0.029594
Epoch 341
Validation prc-auc = 0.028964
Epoch 342
Validation prc-auc = 0.027242
Epoch 343
Validation prc-auc = 0.027044
Epoch 344
Loss = 7.3383e-02, PNorm = 63.2157, GNorm = 1.1718, lr_0 = 9.8410e-04
Validation prc-auc = 0.027345
Epoch 345
Validation prc-auc = 0.028129
Epoch 346
Validation prc-auc = 0.028644
Epoch 347
Validation prc-auc = 0.027740
Epoch 348
Validation prc-auc = 0.027052
Epoch 349
Loss = 4.6740e-02, PNorm = 63.3460, GNorm = 0.6103, lr_0 = 9.8384e-04
Validation prc-auc = 0.026220
Epoch 350
Validation prc-auc = 0.025605
Epoch 351
Validation prc-auc = 0.025331
Epoch 352
Validation prc-auc = 0.024218
Epoch 353
Loss = 7.7027e-02, PNorm = 63.4333, GNorm = 2.1873, lr_0 = 9.8361e-04
Loss = 1.0900e-02, PNorm = 63.4421, GNorm = 0.2717, lr_0 = 9.8359e-04
Validation prc-auc = 0.023215
Epoch 354
Validation prc-auc = 0.024696
Epoch 355
Validation prc-auc = 0.025776
Epoch 356
Validation prc-auc = 0.025908
Epoch 357
Validation prc-auc = 0.025718
Epoch 358
Loss = 4.0243e-02, PNorm = 63.5546, GNorm = 0.7712, lr_0 = 9.8335e-04
Validation prc-auc = 0.025717
Epoch 359
Validation prc-auc = 0.025249
Epoch 360
Validation prc-auc = 0.024652
Epoch 361
Validation prc-auc = 0.023782
Epoch 362
Validation prc-auc = 0.023789
Epoch 363
Loss = 2.5404e-02, PNorm = 63.6487, GNorm = 0.4561, lr_0 = 9.8311e-04
Validation prc-auc = 0.024193
Epoch 364
Validation prc-auc = 0.025407
Epoch 365
Validation prc-auc = 0.025436
Epoch 366
Validation prc-auc = 0.028288
Epoch 367
Loss = 3.7502e-02, PNorm = 63.6956, GNorm = 0.5058, lr_0 = 9.8288e-04
Loss = 1.2454e-02, PNorm = 63.7022, GNorm = 0.4902, lr_0 = 9.8286e-04
Validation prc-auc = 0.030024
Epoch 368
Validation prc-auc = 0.031927
Epoch 369
Validation prc-auc = 0.033392
Epoch 370
Validation prc-auc = 0.030683
Epoch 371
Validation prc-auc = 0.029742
Epoch 372
Loss = 5.2920e-02, PNorm = 63.8291, GNorm = 1.1727, lr_0 = 9.8262e-04
Loss = 5.0630e-02, PNorm = 63.8510, GNorm = 1.7786, lr_0 = 9.8260e-04
Validation prc-auc = 0.025176
Epoch 373
Validation prc-auc = 0.023239
Epoch 374
Validation prc-auc = 0.030827
Epoch 375
Validation prc-auc = 0.036113
Epoch 376
Validation prc-auc = 0.034610
Epoch 377
Loss = 1.0869e-01, PNorm = 64.1893, GNorm = 1.3534, lr_0 = 9.8237e-04
Validation prc-auc = 0.027469
Epoch 378
Validation prc-auc = 0.024326
Epoch 379
Validation prc-auc = 0.026770
Epoch 380
Validation prc-auc = 0.029446
Epoch 381
Validation prc-auc = 0.028273
Epoch 382
Loss = 1.2209e-01, PNorm = 64.5472, GNorm = 1.8073, lr_0 = 9.8211e-04
Validation prc-auc = 0.030517
Epoch 383
Validation prc-auc = 0.032698
Epoch 384
Validation prc-auc = 0.029747
Epoch 385
Validation prc-auc = 0.027574
Epoch 386
Loss = 1.6350e-01, PNorm = 64.7607, GNorm = 1.3323, lr_0 = 9.8189e-04
Loss = 4.9155e-02, PNorm = 64.7760, GNorm = 1.4574, lr_0 = 9.8187e-04
Validation prc-auc = 0.031718
Epoch 387
Validation prc-auc = 0.033357
Epoch 388
Validation prc-auc = 0.030075
Epoch 389
Validation prc-auc = 0.027078
Epoch 390
Validation prc-auc = 0.027694
Epoch 391
Loss = 1.9908e-01, PNorm = 64.9648, GNorm = 1.6165, lr_0 = 9.8163e-04
Validation prc-auc = 0.028603
Epoch 392
Validation prc-auc = 0.028479
Epoch 393
Validation prc-auc = 0.029199
Epoch 394
Validation prc-auc = 0.024447
Epoch 395
Validation prc-auc = 0.022247
Epoch 396
Loss = 8.8550e-02, PNorm = 65.1870, GNorm = 0.6760, lr_0 = 9.8138e-04
Validation prc-auc = 0.020703
Epoch 397
Validation prc-auc = 0.021434
Epoch 398
Validation prc-auc = 0.022821
Epoch 399
Validation prc-auc = 0.022329
Epoch 400
Loss = 1.4675e-01, PNorm = 65.5298, GNorm = 0.7834, lr_0 = 9.8116e-04
Loss = 1.5084e-01, PNorm = 65.5523, GNorm = 3.5015, lr_0 = 9.8114e-04
Validation prc-auc = 0.022480
Epoch 401
Validation prc-auc = 0.023651
Epoch 402
Validation prc-auc = 0.025094
Epoch 403
Validation prc-auc = 0.026013
Epoch 404
Validation prc-auc = 0.025570
Epoch 405
Loss = 1.3085e-01, PNorm = 65.7690, GNorm = 1.1921, lr_0 = 9.8089e-04
Loss = 2.5619e-01, PNorm = 65.7759, GNorm = 5.9446, lr_0 = 9.8088e-04
Validation prc-auc = 0.025402
Epoch 406
Validation prc-auc = 0.024703
Epoch 407
Validation prc-auc = 0.024577
Epoch 408
Validation prc-auc = 0.024008
Epoch 409
Validation prc-auc = 0.025124
Epoch 410
Loss = 2.1697e-01, PNorm = 65.9112, GNorm = 3.9384, lr_0 = 9.8065e-04
Validation prc-auc = 0.029213
Epoch 411
Validation prc-auc = 0.034957
Epoch 412
Validation prc-auc = 0.032272
Epoch 413
Validation prc-auc = 0.028493
Epoch 414
Validation prc-auc = 0.028087
Epoch 415
Loss = 1.0665e-01, PNorm = 66.1417, GNorm = 1.3414, lr_0 = 9.8039e-04
Validation prc-auc = 0.029986
Epoch 416
Validation prc-auc = 0.030791
Epoch 417
Validation prc-auc = 0.031494
Epoch 418
Validation prc-auc = 0.031561
Epoch 419
Loss = 7.1705e-02, PNorm = 66.2690, GNorm = 0.9191, lr_0 = 9.8016e-04
Loss = 3.4951e-03, PNorm = 66.2766, GNorm = 0.0950, lr_0 = 9.8015e-04
Validation prc-auc = 0.029799
Epoch 420
Validation prc-auc = 0.028523
Epoch 421
Validation prc-auc = 0.027295
Epoch 422
Validation prc-auc = 0.026745
Epoch 423
Validation prc-auc = 0.026469
Epoch 424
Loss = 1.2807e-01, PNorm = 66.3630, GNorm = 0.8271, lr_0 = 9.7990e-04
Validation prc-auc = 0.026032
Epoch 425
Validation prc-auc = 0.025053
Epoch 426
Validation prc-auc = 0.024183
Epoch 427
Validation prc-auc = 0.023981
Epoch 428
Validation prc-auc = 0.024112
Epoch 429
Loss = 5.0577e-02, PNorm = 66.4514, GNorm = 0.6231, lr_0 = 9.7966e-04
Validation prc-auc = 0.023843
Epoch 430
Validation prc-auc = 0.022852
Epoch 431
Validation prc-auc = 0.022845
Epoch 432
Validation prc-auc = 0.022985
Epoch 433
Loss = 3.6224e-02, PNorm = 66.5229, GNorm = 0.4460, lr_0 = 9.7942e-04
Validation prc-auc = 0.023571
Epoch 434
Validation prc-auc = 0.024435
Epoch 435
Validation prc-auc = 0.024866
Epoch 436
Validation prc-auc = 0.024903
Epoch 437
Validation prc-auc = 0.024422
Epoch 438
Loss = 2.3246e-02, PNorm = 66.5837, GNorm = 0.9287, lr_0 = 9.7917e-04
Loss = 2.7795e-02, PNorm = 66.5876, GNorm = 0.8183, lr_0 = 9.7916e-04
Validation prc-auc = 0.024052
Epoch 439
Validation prc-auc = 0.023675
Epoch 440
Validation prc-auc = 0.023120
Epoch 441
Validation prc-auc = 0.022815
Epoch 442
Validation prc-auc = 0.022295
Epoch 443
Loss = 7.4858e-03, PNorm = 66.6248, GNorm = 0.1626, lr_0 = 9.7893e-04
Validation prc-auc = 0.022103
Epoch 444
Validation prc-auc = 0.021808
Epoch 445
Validation prc-auc = 0.021562
Epoch 446
Validation prc-auc = 0.021639
Epoch 447
Validation prc-auc = 0.022251
Epoch 448
Loss = 2.3668e-02, PNorm = 66.6627, GNorm = 0.7203, lr_0 = 9.7867e-04
Validation prc-auc = 0.022417
Epoch 449
Validation prc-auc = 0.022609
Epoch 450
Validation prc-auc = 0.022769
Epoch 451
Validation prc-auc = 0.023583
Epoch 452
Loss = 2.0533e-02, PNorm = 66.7025, GNorm = 0.2988, lr_0 = 9.7845e-04
Loss = 1.9378e-04, PNorm = 66.7075, GNorm = 0.0074, lr_0 = 9.7843e-04
Validation prc-auc = 0.023870
Epoch 453
Validation prc-auc = 0.023906
Epoch 454
Validation prc-auc = 0.022864
Epoch 455
Validation prc-auc = 0.021229
Epoch 456
Validation prc-auc = 0.019041
Epoch 457
Loss = 9.4494e-02, PNorm = 66.8570, GNorm = 2.5623, lr_0 = 9.7819e-04
Loss = 1.1593e-01, PNorm = 66.8764, GNorm = 3.1423, lr_0 = 9.7817e-04
Validation prc-auc = 0.019343
Epoch 458
Validation prc-auc = 0.023396
Epoch 459
Validation prc-auc = 0.027961
Epoch 460
Validation prc-auc = 0.030452
Epoch 461
Validation prc-auc = 0.029510
Epoch 462
Loss = 7.1391e-02, PNorm = 67.0902, GNorm = 1.0451, lr_0 = 9.7794e-04
Validation prc-auc = 0.027885
Epoch 463
Validation prc-auc = 0.027041
Epoch 464
Validation prc-auc = 0.025832
Epoch 465
Validation prc-auc = 0.025271
Epoch 466
Loss = 3.8232e-02, PNorm = 67.2578, GNorm = 0.6135, lr_0 = 9.7770e-04
Validation prc-auc = 0.024996
Epoch 467
Validation prc-auc = 0.024296
Epoch 468
Validation prc-auc = 0.023833
Epoch 469
Validation prc-auc = 0.023497
Epoch 470
Validation prc-auc = 0.025310
Epoch 471
Loss = 1.2116e-01, PNorm = 67.3552, GNorm = 0.9426, lr_0 = 9.7746e-04
Loss = 3.2212e-01, PNorm = 67.3626, GNorm = 5.6901, lr_0 = 9.7744e-04
Validation prc-auc = 0.026968
Epoch 472
Validation prc-auc = 0.026692
Epoch 473
Validation prc-auc = 0.026269
Epoch 474
Validation prc-auc = 0.026018
Epoch 475
Validation prc-auc = 0.025502
Epoch 476
Loss = 9.7359e-03, PNorm = 67.4658, GNorm = 0.1618, lr_0 = 9.7721e-04
Validation prc-auc = 0.024261
Epoch 477
Validation prc-auc = 0.022699
Epoch 478
Validation prc-auc = 0.023020
Epoch 479
Validation prc-auc = 0.022873
Epoch 480
Validation prc-auc = 0.022900
Epoch 481
Loss = 1.4741e-01, PNorm = 67.6525, GNorm = 2.6064, lr_0 = 9.7695e-04
Validation prc-auc = 0.023259
Epoch 482
Validation prc-auc = 0.023927
Epoch 483
Validation prc-auc = 0.023539
Epoch 484
Validation prc-auc = 0.024131
Epoch 485
Loss = 8.4530e-02, PNorm = 67.8460, GNorm = 1.0567, lr_0 = 9.7673e-04
Loss = 2.3918e-02, PNorm = 67.8584, GNorm = 0.7518, lr_0 = 9.7671e-04
Validation prc-auc = 0.025426
Epoch 486
Validation prc-auc = 0.025914
Epoch 487
Validation prc-auc = 0.026243
Epoch 488
Validation prc-auc = 0.027334
Epoch 489
Validation prc-auc = 0.028646
Epoch 490
Loss = 1.5662e-01, PNorm = 68.0039, GNorm = 2.2384, lr_0 = 9.7647e-04
Loss = 1.7740e-02, PNorm = 68.0148, GNorm = 0.4876, lr_0 = 9.7645e-04
Validation prc-auc = 0.030311
Epoch 491
Validation prc-auc = 0.030219
Epoch 492
Validation prc-auc = 0.029699
Epoch 493
Validation prc-auc = 0.029749
Epoch 494
Validation prc-auc = 0.031287
Epoch 495
Loss = 1.5979e-01, PNorm = 68.1546, GNorm = 2.7872, lr_0 = 9.7623e-04
Validation prc-auc = 0.031893
Epoch 496
Validation prc-auc = 0.032576
Epoch 497
Validation prc-auc = 0.031615
Epoch 498
Validation prc-auc = 0.031678
Epoch 499
Loss = 9.6617e-02, PNorm = 68.3425, GNorm = 3.7765, lr_0 = 9.7599e-04
Validation prc-auc = 0.032423
Epoch 500
Validation prc-auc = 0.033880
Epoch 501
Validation prc-auc = 0.034540
Epoch 502
Validation prc-auc = 0.033826
Epoch 503
Validation prc-auc = 0.030800
Epoch 504
Loss = 9.4633e-02, PNorm = 68.5230, GNorm = 1.2416, lr_0 = 9.7574e-04
Loss = 3.5475e-02, PNorm = 68.5336, GNorm = 0.7626, lr_0 = 9.7573e-04
Validation prc-auc = 0.029547
Epoch 505
Validation prc-auc = 0.028831
Epoch 506
Validation prc-auc = 0.028423
Epoch 507
Validation prc-auc = 0.027001
Epoch 508
Validation prc-auc = 0.027173
Epoch 509
Loss = 2.2243e-02, PNorm = 68.6401, GNorm = 0.3462, lr_0 = 9.7550e-04
Validation prc-auc = 0.028383
Epoch 510
Validation prc-auc = 0.028801
Epoch 511
Validation prc-auc = 0.028267
Epoch 512
Validation prc-auc = 0.027472
Epoch 513
Validation prc-auc = 0.026431
Epoch 514
Loss = 1.7627e-02, PNorm = 68.7558, GNorm = 0.2970, lr_0 = 9.7524e-04
Validation prc-auc = 0.025166
Epoch 515
Validation prc-auc = 0.024696
Epoch 516
Validation prc-auc = 0.024955
Epoch 517
Validation prc-auc = 0.026768
Epoch 518
Loss = 1.1152e-01, PNorm = 68.8223, GNorm = 1.5881, lr_0 = 9.7502e-04
Loss = 3.5065e-02, PNorm = 68.8283, GNorm = 1.0247, lr_0 = 9.7500e-04
Validation prc-auc = 0.026075
Epoch 519
Validation prc-auc = 0.026234
Epoch 520
Validation prc-auc = 0.026062
Epoch 521
Validation prc-auc = 0.025869
Epoch 522
Validation prc-auc = 0.026268
Epoch 523
Loss = 3.5877e-02, PNorm = 68.9442, GNorm = 0.5384, lr_0 = 9.7476e-04
Loss = 2.3256e-01, PNorm = 68.9523, GNorm = 6.5476, lr_0 = 9.7474e-04
Validation prc-auc = 0.025795
Epoch 524
Validation prc-auc = 0.026128
Epoch 525
Validation prc-auc = 0.025335
Epoch 526
Validation prc-auc = 0.025616
Epoch 527
Validation prc-auc = 0.025374
Epoch 528
Loss = 5.5815e-02, PNorm = 69.0609, GNorm = 0.6789, lr_0 = 9.7452e-04
Validation prc-auc = 0.025240
Epoch 529
Validation prc-auc = 0.025381
Epoch 530
Validation prc-auc = 0.025270
Epoch 531
Validation prc-auc = 0.024406
Epoch 532
Validation prc-auc = 0.024475
Epoch 533
Loss = 9.1998e-02, PNorm = 69.1843, GNorm = 1.3090, lr_0 = 9.7426e-04
Validation prc-auc = 0.024153
Epoch 534
Validation prc-auc = 0.024746
Epoch 535
Validation prc-auc = 0.025193
Epoch 536
Validation prc-auc = 0.025296
Epoch 537
Loss = 1.0198e-01, PNorm = 69.2795, GNorm = 1.7079, lr_0 = 9.7403e-04
Loss = 3.7127e-02, PNorm = 69.2855, GNorm = 1.2789, lr_0 = 9.7401e-04
Validation prc-auc = 0.025180
Epoch 538
Validation prc-auc = 0.025337
Epoch 539
Validation prc-auc = 0.025783
Epoch 540
Validation prc-auc = 0.025689
Epoch 541
Validation prc-auc = 0.025111
Epoch 542
Loss = 2.6099e-02, PNorm = 69.3546, GNorm = 0.6255, lr_0 = 9.7379e-04
Validation prc-auc = 0.024601
Epoch 543
Validation prc-auc = 0.023670
Epoch 544
Validation prc-auc = 0.022863
Epoch 545
Validation prc-auc = 0.022053
Epoch 546
Validation prc-auc = 0.021609
Epoch 547
Loss = 1.3286e-02, PNorm = 69.4205, GNorm = 0.4206, lr_0 = 9.7353e-04
Validation prc-auc = 0.021278
Epoch 548
Validation prc-auc = 0.021131
Epoch 549
Validation prc-auc = 0.020834
Epoch 550
Validation prc-auc = 0.020242
Epoch 551
Loss = 5.0610e-02, PNorm = 69.4670, GNorm = 1.0825, lr_0 = 9.7331e-04
Loss = 5.1590e-03, PNorm = 69.4710, GNorm = 0.1919, lr_0 = 9.7329e-04
Validation prc-auc = 0.020135
Epoch 552
Validation prc-auc = 0.020128
Epoch 553
Validation prc-auc = 0.020457
Epoch 554
Validation prc-auc = 0.020906
Epoch 555
Validation prc-auc = 0.021213
Epoch 556
Loss = 3.6009e-02, PNorm = 69.5207, GNorm = 0.0454, lr_0 = 9.7305e-04
Loss = 1.8287e-03, PNorm = 69.5233, GNorm = 0.0609, lr_0 = 9.7303e-04
Validation prc-auc = 0.021045
Epoch 557
Validation prc-auc = 0.021028
Epoch 558
Validation prc-auc = 0.020859
Epoch 559
Validation prc-auc = 0.021344
Epoch 560
Validation prc-auc = 0.021517
Epoch 561
Loss = 3.1771e-02, PNorm = 69.5558, GNorm = 2.3419, lr_0 = 9.7281e-04
Validation prc-auc = 0.022489
Epoch 562
Validation prc-auc = 0.023204
Epoch 563
Validation prc-auc = 0.024522
Epoch 564
Validation prc-auc = 0.025774
Epoch 565
Validation prc-auc = 0.026727
Epoch 566
Loss = 5.7313e-02, PNorm = 69.6086, GNorm = 0.7914, lr_0 = 9.7255e-04
Validation prc-auc = 0.027141
Epoch 567
Validation prc-auc = 0.026449
Epoch 568
Validation prc-auc = 0.025491
Epoch 569
Validation prc-auc = 0.025558
Epoch 570
Loss = 2.6537e-02, PNorm = 69.7245, GNorm = 0.2796, lr_0 = 9.7232e-04
Loss = 1.6140e-02, PNorm = 69.7345, GNorm = 0.6446, lr_0 = 9.7231e-04
Validation prc-auc = 0.025574
Epoch 571
Validation prc-auc = 0.026910
Epoch 572
Validation prc-auc = 0.028160
Epoch 573
Validation prc-auc = 0.028581
Epoch 574
Validation prc-auc = 0.027691
Epoch 575
Loss = 4.0224e-02, PNorm = 69.8400, GNorm = 0.9336, lr_0 = 9.7208e-04
Validation prc-auc = 0.026394
Epoch 576
Validation prc-auc = 0.025689
Epoch 577
Validation prc-auc = 0.024810
Epoch 578
Validation prc-auc = 0.024260
Epoch 579
Validation prc-auc = 0.024519
Epoch 580
Loss = 6.4160e-03, PNorm = 69.9217, GNorm = 0.1938, lr_0 = 9.7182e-04
Validation prc-auc = 0.024790
Epoch 581
Validation prc-auc = 0.024750
Epoch 582
Validation prc-auc = 0.023640
Epoch 583
Validation prc-auc = 0.021996
Epoch 584
Loss = 7.2930e-02, PNorm = 69.9631, GNorm = 2.4391, lr_0 = 9.7160e-04
Loss = 7.2753e-03, PNorm = 69.9653, GNorm = 0.2826, lr_0 = 9.7158e-04
Validation prc-auc = 0.021707
Epoch 585
Validation prc-auc = 0.021920
Epoch 586
Validation prc-auc = 0.022010
Epoch 587
Validation prc-auc = 0.021824
Epoch 588
Validation prc-auc = 0.021684
Epoch 589
Loss = 2.0165e-02, PNorm = 70.0100, GNorm = 0.3653, lr_0 = 9.7134e-04
Loss = 2.9879e-02, PNorm = 70.0137, GNorm = 1.1228, lr_0 = 9.7132e-04
Validation prc-auc = 0.021830
Epoch 590
Validation prc-auc = 0.021933
Epoch 591
Validation prc-auc = 0.022175
Epoch 592
Validation prc-auc = 0.022122
Epoch 593
Validation prc-auc = 0.021746
Epoch 594
Loss = 6.2236e-03, PNorm = 70.0597, GNorm = 0.1863, lr_0 = 9.7110e-04
Validation prc-auc = 0.021502
Epoch 595
Validation prc-auc = 0.021463
Epoch 596
Validation prc-auc = 0.021279
Epoch 597
Validation prc-auc = 0.021218
Epoch 598
Validation prc-auc = 0.021023
Epoch 599
Loss = 5.5708e-03, PNorm = 70.1054, GNorm = 0.1763, lr_0 = 9.7084e-04
Validation prc-auc = 0.021056
Epoch 600
Validation prc-auc = 0.021001
Epoch 601
Validation prc-auc = 0.020973
Epoch 602
Validation prc-auc = 0.021019
Epoch 603
Loss = 3.4311e-02, PNorm = 70.1279, GNorm = 0.7060, lr_0 = 9.7062e-04
Loss = 6.4105e-05, PNorm = 70.1295, GNorm = 0.0081, lr_0 = 9.7060e-04
Validation prc-auc = 0.021082
Epoch 604
Validation prc-auc = 0.021635
Epoch 605
Validation prc-auc = 0.022352
Epoch 606
Validation prc-auc = 0.023492
Epoch 607
Validation prc-auc = 0.023978
Epoch 608
Loss = 6.3450e-03, PNorm = 70.1713, GNorm = 0.1758, lr_0 = 9.7036e-04
Validation prc-auc = 0.025134
Epoch 609
Validation prc-auc = 0.025627
Epoch 610
Validation prc-auc = 0.026329
Epoch 611
Validation prc-auc = 0.027058
Epoch 612
Validation prc-auc = 0.025783
Epoch 613
Loss = 2.1713e-02, PNorm = 70.3314, GNorm = 0.5509, lr_0 = 9.7012e-04
Validation prc-auc = 0.025744
Epoch 614
Validation prc-auc = 0.025899
Epoch 615
Validation prc-auc = 0.025684
Epoch 616
Validation prc-auc = 0.025153
Epoch 617
Loss = 1.8756e-02, PNorm = 70.4862, GNorm = 0.2689, lr_0 = 9.6990e-04
Loss = 1.0363e-02, PNorm = 70.4949, GNorm = 0.3815, lr_0 = 9.6988e-04
Validation prc-auc = 0.024521
Epoch 618
Validation prc-auc = 0.024219
Epoch 619
Validation prc-auc = 0.024401
Epoch 620
Validation prc-auc = 0.024822
Epoch 621
Validation prc-auc = 0.024212
Epoch 622
Loss = 1.7074e-01, PNorm = 70.6870, GNorm = 0.6714, lr_0 = 9.6964e-04
Loss = 3.2900e-04, PNorm = 70.7045, GNorm = 0.0139, lr_0 = 9.6962e-04
Validation prc-auc = 0.024399
Epoch 623
Validation prc-auc = 0.024652
Epoch 624
Validation prc-auc = 0.024833
Epoch 625
Validation prc-auc = 0.024327
Epoch 626
Validation prc-auc = 0.023089
Epoch 627
Loss = 1.3807e-01, PNorm = 70.8792, GNorm = 1.4456, lr_0 = 9.6940e-04
Validation prc-auc = 0.022486
Epoch 628
Validation prc-auc = 0.022307
Epoch 629
Validation prc-auc = 0.022059
Epoch 630
Validation prc-auc = 0.021609
Epoch 631
Validation prc-auc = 0.021589
Epoch 632
Loss = 8.5547e-02, PNorm = 70.9753, GNorm = 1.2561, lr_0 = 9.6914e-04
Validation prc-auc = 0.021591
Epoch 633
Validation prc-auc = 0.022046
Epoch 634
Validation prc-auc = 0.022535
Epoch 635
Validation prc-auc = 0.023155
Epoch 636
Loss = 4.6598e-02, PNorm = 71.0338, GNorm = 0.9689, lr_0 = 9.6892e-04
Loss = 3.3559e-03, PNorm = 71.0381, GNorm = 0.1073, lr_0 = 9.6890e-04
Validation prc-auc = 0.023631
Epoch 637
Validation prc-auc = 0.024079
Epoch 638
Validation prc-auc = 0.024530
Epoch 639
Validation prc-auc = 0.025168
Epoch 640
Validation prc-auc = 0.024864
Epoch 641
Loss = 1.4575e-01, PNorm = 71.0902, GNorm = 1.4429, lr_0 = 9.6866e-04
Validation prc-auc = 0.025847
Epoch 642
Validation prc-auc = 0.025594
Epoch 643
Validation prc-auc = 0.024780
Epoch 644
Validation prc-auc = 0.025082
Epoch 645
Validation prc-auc = 0.026218
Epoch 646
Loss = 7.2149e-02, PNorm = 71.1452, GNorm = 1.5608, lr_0 = 9.6842e-04
Validation prc-auc = 0.027795
Epoch 647
Validation prc-auc = 0.026836
Epoch 648
Validation prc-auc = 0.027131
Epoch 649
Validation prc-auc = 0.027077
Epoch 650
Loss = 2.5660e-02, PNorm = 71.2620, GNorm = 0.4294, lr_0 = 9.6820e-04
Loss = 1.3516e-02, PNorm = 71.2700, GNorm = 0.5258, lr_0 = 9.6818e-04
Validation prc-auc = 0.025870
Epoch 651
Validation prc-auc = 0.025632
Epoch 652
Validation prc-auc = 0.025610
Epoch 653
Validation prc-auc = 0.025964
Epoch 654
Validation prc-auc = 0.026538
Epoch 655
Loss = 1.5367e-02, PNorm = 71.3561, GNorm = 0.3514, lr_0 = 9.6794e-04
Loss = 6.0226e-03, PNorm = 71.3613, GNorm = 0.4224, lr_0 = 9.6792e-04
Validation prc-auc = 0.026294
Epoch 656
Validation prc-auc = 0.026480
Epoch 657
Validation prc-auc = 0.027074
Epoch 658
Validation prc-auc = 0.027812
Epoch 659
Validation prc-auc = 0.026748
Epoch 660
Loss = 9.0357e-02, PNorm = 71.4279, GNorm = 2.1365, lr_0 = 9.6770e-04
Validation prc-auc = 0.029177
Epoch 661
Validation prc-auc = 0.030043
Epoch 662
Validation prc-auc = 0.031993
Epoch 663
Validation prc-auc = 0.031379
Epoch 664
Validation prc-auc = 0.030964
Epoch 665
Loss = 6.4036e-02, PNorm = 71.5542, GNorm = 1.3942, lr_0 = 9.6744e-04
Validation prc-auc = 0.030521
Epoch 666
Validation prc-auc = 0.029269
Epoch 667
Validation prc-auc = 0.029220
Epoch 668
Validation prc-auc = 0.028975
Epoch 669
Loss = 1.6376e-01, PNorm = 71.7115, GNorm = 2.8647, lr_0 = 9.6722e-04
Loss = 2.4164e-04, PNorm = 71.7218, GNorm = 0.0097, lr_0 = 9.6720e-04
Validation prc-auc = 0.025806
Epoch 670
Validation prc-auc = 0.024921
Epoch 671
Validation prc-auc = 0.024246
Epoch 672
Validation prc-auc = 0.023817
Epoch 673
Validation prc-auc = 0.023314
Epoch 674
Loss = 1.7076e-02, PNorm = 71.8260, GNorm = 0.2121, lr_0 = 9.6696e-04
Validation prc-auc = 0.023277
Epoch 675
Validation prc-auc = 0.022863
Epoch 676
Validation prc-auc = 0.023245
Epoch 677
Validation prc-auc = 0.022596
Epoch 678
Validation prc-auc = 0.023291
Epoch 679
Loss = 1.9833e-01, PNorm = 71.9018, GNorm = 3.0052, lr_0 = 9.6672e-04
Validation prc-auc = 0.024445
Epoch 680
Validation prc-auc = 0.025997
Epoch 681
Validation prc-auc = 0.027874
Epoch 682
Validation prc-auc = 0.028237
Epoch 683
Loss = 1.8974e-01, PNorm = 71.9898, GNorm = 7.7631, lr_0 = 9.6648e-04
Validation prc-auc = 0.027110
Epoch 684
Validation prc-auc = 0.026552
Epoch 685
Validation prc-auc = 0.029354
Epoch 686
Validation prc-auc = 0.028122
Epoch 687
Validation prc-auc = 0.027740
Epoch 688
Loss = 4.3192e-02, PNorm = 72.1344, GNorm = 1.0218, lr_0 = 9.6624e-04
Loss = 1.1153e-03, PNorm = 72.1437, GNorm = 0.0323, lr_0 = 9.6622e-04
Validation prc-auc = 0.027680
Epoch 689
Validation prc-auc = 0.029047
Epoch 690
Validation prc-auc = 0.029344
Epoch 691
Validation prc-auc = 0.027614
Epoch 692
Validation prc-auc = 0.025514
Epoch 693
Loss = 1.7975e-02, PNorm = 72.2340, GNorm = 0.3883, lr_0 = 9.6600e-04
Validation prc-auc = 0.024887
Epoch 694
Validation prc-auc = 0.024998
Epoch 695
Validation prc-auc = 0.024257
Epoch 696
Validation prc-auc = 0.023165
Epoch 697
Validation prc-auc = 0.022484
Epoch 698
Loss = 3.4376e-03, PNorm = 72.3041, GNorm = 0.0823, lr_0 = 9.6574e-04
Validation prc-auc = 0.022868
Epoch 699
Validation prc-auc = 0.023457
Epoch 700
Validation prc-auc = 0.024463
Epoch 701
Validation prc-auc = 0.025558
Epoch 702
Loss = 6.6800e-02, PNorm = 72.3482, GNorm = 1.8582, lr_0 = 9.6552e-04
Loss = 7.8875e-04, PNorm = 72.3507, GNorm = 0.0355, lr_0 = 9.6550e-04
Validation prc-auc = 0.025688
Epoch 703
Validation prc-auc = 0.026240
Epoch 704
Validation prc-auc = 0.027728
Epoch 705
Validation prc-auc = 0.028131
Epoch 706
Validation prc-auc = 0.028103
Epoch 707
Loss = 2.8039e-02, PNorm = 72.3910, GNorm = 0.2278, lr_0 = 9.6526e-04
Loss = 6.8164e-03, PNorm = 72.3936, GNorm = 0.2643, lr_0 = 9.6525e-04
Validation prc-auc = 0.027738
Epoch 708
Validation prc-auc = 0.027595
Epoch 709
Validation prc-auc = 0.026640
Epoch 710
Validation prc-auc = 0.025359
Epoch 711
Validation prc-auc = 0.024076
Epoch 712
Loss = 3.1920e-02, PNorm = 72.4302, GNorm = 0.7841, lr_0 = 9.6502e-04
Validation prc-auc = 0.023762
Epoch 713
Validation prc-auc = 0.023775
Epoch 714
Validation prc-auc = 0.023878
Epoch 715
Validation prc-auc = 0.023669
Epoch 716
Loss = 2.3834e-02, PNorm = 72.4746, GNorm = 1.5552, lr_0 = 9.6479e-04
Validation prc-auc = 0.023174
Epoch 717
Validation prc-auc = 0.023093
Epoch 718
Validation prc-auc = 0.023508
Epoch 719
Validation prc-auc = 0.024522
Epoch 720
Validation prc-auc = 0.024862
Epoch 721
Loss = 1.2646e-02, PNorm = 72.5265, GNorm = 0.7285, lr_0 = 9.6455e-04
Loss = 1.8863e-03, PNorm = 72.5304, GNorm = 0.1405, lr_0 = 9.6453e-04
Validation prc-auc = 0.025091
Epoch 722
Validation prc-auc = 0.024775
Epoch 723
Validation prc-auc = 0.024302
Epoch 724
Validation prc-auc = 0.024611
Epoch 725
Validation prc-auc = 0.025654
Epoch 726
Loss = 5.7766e-03, PNorm = 72.5733, GNorm = 0.1322, lr_0 = 9.6431e-04
Validation prc-auc = 0.026096
Epoch 727
Validation prc-auc = 0.026372
Epoch 728
Validation prc-auc = 0.026467
Epoch 729
Validation prc-auc = 0.024897
Epoch 730
Validation prc-auc = 0.024010
Epoch 731
Loss = 1.4542e-02, PNorm = 72.5976, GNorm = 0.3091, lr_0 = 9.6405e-04
Validation prc-auc = 0.023258
Epoch 732
Validation prc-auc = 0.022910
Epoch 733
Validation prc-auc = 0.023692
Epoch 734
Validation prc-auc = 0.022981
Epoch 735
Loss = 8.9002e-02, PNorm = 72.6360, GNorm = 1.4550, lr_0 = 9.6383e-04
Loss = 4.1746e-03, PNorm = 72.6402, GNorm = 0.1539, lr_0 = 9.6381e-04
Validation prc-auc = 0.022539
Epoch 736
Validation prc-auc = 0.022749
Epoch 737
Validation prc-auc = 0.022972
Epoch 738
Validation prc-auc = 0.023461
Epoch 739
Validation prc-auc = 0.024303
Epoch 740
Loss = 1.5546e-02, PNorm = 72.7104, GNorm = 0.4401, lr_0 = 9.6357e-04
Loss = 2.0944e-03, PNorm = 72.7149, GNorm = 0.0904, lr_0 = 9.6355e-04
Validation prc-auc = 0.024762
Epoch 741
Validation prc-auc = 0.025001
Epoch 742
Validation prc-auc = 0.025086
Epoch 743
Validation prc-auc = 0.024947
Epoch 744
Validation prc-auc = 0.024689
Epoch 745
Loss = 2.4769e-03, PNorm = 72.7680, GNorm = 0.0491, lr_0 = 9.6333e-04
Validation prc-auc = 0.024517
Epoch 746
Validation prc-auc = 0.024431
Epoch 747
Validation prc-auc = 0.024163
Epoch 748
Validation prc-auc = 0.024473
Epoch 749
Loss = 2.6898e-02, PNorm = 72.8221, GNorm = 2.2765, lr_0 = 9.6309e-04
Validation prc-auc = 0.024818
Epoch 750
Validation prc-auc = 0.024961
Epoch 751
Validation prc-auc = 0.024676
Epoch 752
Validation prc-auc = 0.025004
Epoch 753
Validation prc-auc = 0.025091
Epoch 754
Loss = 3.8724e-02, PNorm = 72.8603, GNorm = 1.3400, lr_0 = 9.6285e-04
Loss = 6.7580e-05, PNorm = 72.8626, GNorm = 0.0060, lr_0 = 9.6284e-04
Validation prc-auc = 0.024981
Epoch 755
Validation prc-auc = 0.025360
Epoch 756
Validation prc-auc = 0.025379
Epoch 757
Validation prc-auc = 0.025440
Epoch 758
Validation prc-auc = 0.025194
Epoch 759
Loss = 3.6397e-03, PNorm = 72.8906, GNorm = 0.1299, lr_0 = 9.6262e-04
Validation prc-auc = 0.024974
Epoch 760
Validation prc-auc = 0.024958
Epoch 761
Validation prc-auc = 0.024911
Epoch 762
Validation prc-auc = 0.025082
Epoch 763
Validation prc-auc = 0.025135
Epoch 764
Loss = 2.0492e-03, PNorm = 72.9075, GNorm = 0.0407, lr_0 = 9.6236e-04
Validation prc-auc = 0.025113
Epoch 765
Validation prc-auc = 0.025076
Epoch 766
Validation prc-auc = 0.025021
Epoch 767
Validation prc-auc = 0.024306
Epoch 768
Loss = 2.2392e-02, PNorm = 72.9670, GNorm = 0.3211, lr_0 = 9.6214e-04
Loss = 3.0219e-01, PNorm = 72.9851, GNorm = 10.6678, lr_0 = 9.6212e-04
Validation prc-auc = 0.021013
Epoch 769
Validation prc-auc = 0.033477
Epoch 770
Validation prc-auc = 0.040535
Epoch 771
Validation prc-auc = 0.040162
Epoch 772
Validation prc-auc = 0.043430
Epoch 773
Loss = 5.7084e-02, PNorm = 73.3228, GNorm = 1.6051, lr_0 = 9.6188e-04
Loss = 1.9594e-01, PNorm = 73.3486, GNorm = 4.1730, lr_0 = 9.6186e-04
Validation prc-auc = 0.040340
Epoch 774
Validation prc-auc = 0.034557
Epoch 775
Validation prc-auc = 0.033812
Epoch 776
Validation prc-auc = 0.030699
Epoch 777
Validation prc-auc = 0.028434
Epoch 778
Loss = 5.2871e-02, PNorm = 73.6278, GNorm = 0.8941, lr_0 = 9.6164e-04
Validation prc-auc = 0.027728
Epoch 779
Validation prc-auc = 0.026825
Epoch 780
Validation prc-auc = 0.027040
Epoch 781
Validation prc-auc = 0.026662
Epoch 782
Validation prc-auc = 0.026982
Epoch 783
Loss = 5.2069e-03, PNorm = 73.7656, GNorm = 0.1187, lr_0 = 9.6139e-04
Validation prc-auc = 0.026422
Epoch 784
Validation prc-auc = 0.025666
Epoch 785
Validation prc-auc = 0.025585
Epoch 786
Validation prc-auc = 0.026229
Epoch 787
Loss = 4.9966e-02, PNorm = 73.8132, GNorm = 1.5162, lr_0 = 9.6117e-04
Loss = 1.8414e-02, PNorm = 73.8156, GNorm = 0.6302, lr_0 = 9.6115e-04
Validation prc-auc = 0.024889
Epoch 788
Validation prc-auc = 0.024373
Epoch 789
Validation prc-auc = 0.025276
Epoch 790
Validation prc-auc = 0.025867
Epoch 791
Validation prc-auc = 0.026221
Epoch 792
Loss = 4.9274e-02, PNorm = 73.8391, GNorm = 0.7518, lr_0 = 9.6093e-04
Validation prc-auc = 0.026837
Epoch 793
Validation prc-auc = 0.026450
Epoch 794
Validation prc-auc = 0.030605
Epoch 795
Validation prc-auc = 0.029325
Epoch 796
Validation prc-auc = 0.024743
Epoch 797
Loss = 2.1369e-01, PNorm = 73.9895, GNorm = 2.7205, lr_0 = 9.6067e-04
Validation prc-auc = 0.027515
Epoch 798
Validation prc-auc = 0.029634
Epoch 799
Validation prc-auc = 0.028951
Epoch 800
Validation prc-auc = 0.029652
Epoch 801
Loss = 6.0931e-02, PNorm = 74.2186, GNorm = 0.3552, lr_0 = 9.6045e-04
Loss = 1.0440e-03, PNorm = 74.2325, GNorm = 0.0359, lr_0 = 9.6043e-04
Validation prc-auc = 0.030944
Epoch 802
Validation prc-auc = 0.032342
Epoch 803
Validation prc-auc = 0.035100
Epoch 804
Validation prc-auc = 0.034270
Epoch 805
Validation prc-auc = 0.031622
Epoch 806
Loss = 6.0879e-02, PNorm = 74.4299, GNorm = 0.6320, lr_0 = 9.6019e-04
Loss = 1.3084e-01, PNorm = 74.4443, GNorm = 3.7539, lr_0 = 9.6018e-04
Validation prc-auc = 0.030829
Epoch 807
Validation prc-auc = 0.029522
Epoch 808
Validation prc-auc = 0.028023
Epoch 809
Validation prc-auc = 0.027902
Epoch 810
Validation prc-auc = 0.028271
Epoch 811
Loss = 3.3394e-02, PNorm = 74.5792, GNorm = 0.7039, lr_0 = 9.5996e-04
Validation prc-auc = 0.028151
Epoch 812
Validation prc-auc = 0.028272
Epoch 813
Validation prc-auc = 0.027909
Epoch 814
Validation prc-auc = 0.028000
Epoch 815
Validation prc-auc = 0.028821
Epoch 816
Loss = 1.2129e-01, PNorm = 74.6393, GNorm = 1.3948, lr_0 = 9.5970e-04
Validation prc-auc = 0.029483
Epoch 817
Validation prc-auc = 0.029640
Epoch 818
Validation prc-auc = 0.029184
Epoch 819
Validation prc-auc = 0.028580
Epoch 820
Loss = 2.1427e-02, PNorm = 74.6767, GNorm = 0.1537, lr_0 = 9.5948e-04
Loss = 5.8728e-02, PNorm = 74.6797, GNorm = 2.6061, lr_0 = 9.5946e-04
Validation prc-auc = 0.028172
Epoch 821
Validation prc-auc = 0.027771
Epoch 822
Validation prc-auc = 0.027276
Epoch 823
Validation prc-auc = 0.026736
Epoch 824
Validation prc-auc = 0.026325
Epoch 825
Loss = 1.0692e-02, PNorm = 74.7259, GNorm = 0.2101, lr_0 = 9.5924e-04
Validation prc-auc = 0.026060
Epoch 826
Validation prc-auc = 0.026317
Epoch 827
Validation prc-auc = 0.027427
Epoch 828
Validation prc-auc = 0.027654
Epoch 829
Validation prc-auc = 0.028095
Epoch 830
Loss = 4.1730e-02, PNorm = 74.8014, GNorm = 0.8006, lr_0 = 9.5899e-04
Validation prc-auc = 0.027910
Epoch 831
Validation prc-auc = 0.028718
Epoch 832
Validation prc-auc = 0.029200
Epoch 833
Validation prc-auc = 0.029020
Epoch 834
Loss = 1.2649e-02, PNorm = 74.8981, GNorm = 0.2159, lr_0 = 9.5877e-04
Loss = 1.0070e-02, PNorm = 74.9051, GNorm = 0.4791, lr_0 = 9.5875e-04
Validation prc-auc = 0.028745
Epoch 835
Validation prc-auc = 0.028714
Epoch 836
Validation prc-auc = 0.029226
Epoch 837
Validation prc-auc = 0.029698
Epoch 838
Validation prc-auc = 0.029647
Epoch 839
Loss = 3.4259e-02, PNorm = 74.9796, GNorm = 1.1380, lr_0 = 9.5851e-04
Loss = 2.2421e-03, PNorm = 74.9837, GNorm = 0.0874, lr_0 = 9.5849e-04
Validation prc-auc = 0.028015
Epoch 840
Validation prc-auc = 0.027395
Epoch 841
Validation prc-auc = 0.027463
Epoch 842
Validation prc-auc = 0.027586
Epoch 843
Validation prc-auc = 0.027535
Epoch 844
Loss = 4.0521e-02, PNorm = 75.0314, GNorm = 0.8539, lr_0 = 9.5827e-04
Validation prc-auc = 0.027954
Epoch 845
Validation prc-auc = 0.028365
Epoch 846
Validation prc-auc = 0.028158
Epoch 847
Validation prc-auc = 0.027641
Epoch 848
Validation prc-auc = 0.026990
Epoch 849
Loss = 7.0234e-03, PNorm = 75.0789, GNorm = 0.2418, lr_0 = 9.5802e-04
Validation prc-auc = 0.026393
Epoch 850
Validation prc-auc = 0.026126
Epoch 851
Validation prc-auc = 0.026351
Epoch 852
Validation prc-auc = 0.027705
Epoch 853
Loss = 5.7856e-02, PNorm = 75.1204, GNorm = 0.7681, lr_0 = 9.5780e-04
Loss = 1.4874e-02, PNorm = 75.1252, GNorm = 0.7616, lr_0 = 9.5778e-04
Validation prc-auc = 0.029156
Epoch 854
Validation prc-auc = 0.028776
Epoch 855
Validation prc-auc = 0.027205
Epoch 856
Validation prc-auc = 0.027212
Epoch 857
Validation prc-auc = 0.027723
Epoch 858
Loss = 9.8922e-03, PNorm = 75.2040, GNorm = 0.1609, lr_0 = 9.5754e-04
Validation prc-auc = 0.028929
Epoch 859
Validation prc-auc = 0.029770
Epoch 860
Validation prc-auc = 0.030839
Epoch 861
Validation prc-auc = 0.030076
Epoch 862
Validation prc-auc = 0.030519
Epoch 863
Loss = 2.1575e-02, PNorm = 75.2590, GNorm = 0.6472, lr_0 = 9.5730e-04
Validation prc-auc = 0.030865
Epoch 864
Validation prc-auc = 0.030793
Epoch 865
Validation prc-auc = 0.030664
Epoch 866
Validation prc-auc = 0.031005
Epoch 867
Loss = 3.1952e-02, PNorm = 75.3035, GNorm = 0.0219, lr_0 = 9.5708e-04
Loss = 1.9380e-04, PNorm = 75.3061, GNorm = 0.0105, lr_0 = 9.5707e-04
Validation prc-auc = 0.029805
Epoch 868
Validation prc-auc = 0.029238
Epoch 869
Validation prc-auc = 0.028917
Epoch 870
Validation prc-auc = 0.029057
Epoch 871
Validation prc-auc = 0.029400
Epoch 872
Loss = 1.0427e-01, PNorm = 75.3269, GNorm = 0.1799, lr_0 = 9.5683e-04
Loss = 1.5512e-02, PNorm = 75.3280, GNorm = 0.6961, lr_0 = 9.5681e-04
Validation prc-auc = 0.030003
Epoch 873
Validation prc-auc = 0.030386
Epoch 874
Validation prc-auc = 0.029519
Epoch 875
Validation prc-auc = 0.030195
Epoch 876
Validation prc-auc = 0.030467
Epoch 877
Loss = 1.7166e-02, PNorm = 75.3545, GNorm = 0.4171, lr_0 = 9.5659e-04
Validation prc-auc = 0.030234
Epoch 878
Validation prc-auc = 0.029132
Epoch 879
Validation prc-auc = 0.029434
Epoch 880
Validation prc-auc = 0.027768
Epoch 881
Validation prc-auc = 0.027303
Epoch 882
Loss = 9.0717e-03, PNorm = 75.3879, GNorm = 0.2112, lr_0 = 9.5634e-04
Validation prc-auc = 0.028336
Epoch 883
Validation prc-auc = 0.028960
Epoch 884
Validation prc-auc = 0.028340
Epoch 885
Validation prc-auc = 0.029061
Epoch 886
Loss = 9.4453e-02, PNorm = 75.4783, GNorm = 0.4007, lr_0 = 9.5612e-04
Loss = 1.3974e-03, PNorm = 75.4856, GNorm = 0.0445, lr_0 = 9.5610e-04
Validation prc-auc = 0.030957
Epoch 887
Validation prc-auc = 0.032510
Epoch 888
Validation prc-auc = 0.032760
Epoch 889
Validation prc-auc = 0.033688
Epoch 890
Validation prc-auc = 0.032279
Epoch 891
Loss = 1.2069e-02, PNorm = 75.5612, GNorm = 0.2589, lr_0 = 9.5586e-04
Validation prc-auc = 0.030392
Epoch 892
Validation prc-auc = 0.030183
Epoch 893
Validation prc-auc = 0.031180
Epoch 894
Validation prc-auc = 0.031869
Epoch 895
Validation prc-auc = 0.032167
Epoch 896
Loss = 1.5010e-02, PNorm = 75.6480, GNorm = 0.4216, lr_0 = 9.5563e-04
Validation prc-auc = 0.031575
Epoch 897
Validation prc-auc = 0.031033
Epoch 898
Validation prc-auc = 0.033195
Epoch 899
Validation prc-auc = 0.033826
Epoch 900
Loss = 6.9382e-02, PNorm = 75.7013, GNorm = 1.0567, lr_0 = 9.5541e-04
Loss = 5.4304e-02, PNorm = 75.7090, GNorm = 1.5807, lr_0 = 9.5539e-04
Validation prc-auc = 0.034659
Epoch 901
Validation prc-auc = 0.033170
Epoch 902
Validation prc-auc = 0.034031
Epoch 903
Validation prc-auc = 0.035407
Epoch 904
Validation prc-auc = 0.036473
Epoch 905
Loss = 5.6706e-02, PNorm = 75.8136, GNorm = 0.9486, lr_0 = 9.5515e-04
Loss = 9.1181e-04, PNorm = 75.8195, GNorm = 0.0302, lr_0 = 9.5513e-04
Validation prc-auc = 0.034407
Epoch 906
Validation prc-auc = 0.034935
Epoch 907
Validation prc-auc = 0.033642
Epoch 908
Validation prc-auc = 0.029002
Epoch 909
Validation prc-auc = 0.027032
Epoch 910
Loss = 2.4338e-02, PNorm = 75.9323, GNorm = 0.5770, lr_0 = 9.5491e-04
Validation prc-auc = 0.024767
Epoch 911
Validation prc-auc = 0.026096
Epoch 912
Validation prc-auc = 0.023126
Epoch 913
Validation prc-auc = 0.021509
Epoch 914
Validation prc-auc = 0.024042
Epoch 915
Loss = 1.0633e-02, PNorm = 76.1205, GNorm = 0.1717, lr_0 = 9.5466e-04
Validation prc-auc = 0.027242
Epoch 916
Validation prc-auc = 0.028238
Epoch 917
Validation prc-auc = 0.030591
Epoch 918
Validation prc-auc = 0.032330
Epoch 919
Loss = 9.5940e-02, PNorm = 76.2836, GNorm = 1.3355, lr_0 = 9.5444e-04
Loss = 1.0213e-02, PNorm = 76.2955, GNorm = 0.3640, lr_0 = 9.5442e-04
Validation prc-auc = 0.032267
Epoch 920
Validation prc-auc = 0.030785
Epoch 921
Validation prc-auc = 0.030328
Epoch 922
Validation prc-auc = 0.029433
Epoch 923
Validation prc-auc = 0.030463
Epoch 924
Loss = 3.1921e-03, PNorm = 76.4247, GNorm = 0.1147, lr_0 = 9.5419e-04
Validation prc-auc = 0.032053
Epoch 925
Validation prc-auc = 0.032953
Epoch 926
Validation prc-auc = 0.032873
Epoch 927
Validation prc-auc = 0.033939
Epoch 928
Validation prc-auc = 0.033871
Epoch 929
Loss = 4.7208e-02, PNorm = 76.4862, GNorm = 0.8936, lr_0 = 9.5395e-04
Validation prc-auc = 0.034313
Epoch 930
Validation prc-auc = 0.033034
Epoch 931
Validation prc-auc = 0.033132
Epoch 932
Validation prc-auc = 0.033352
Epoch 933
Loss = 1.1253e-02, PNorm = 76.5310, GNorm = 0.3157, lr_0 = 9.5371e-04
Validation prc-auc = 0.032937
Epoch 934
Validation prc-auc = 0.032942
Epoch 935
Validation prc-auc = 0.032726
Epoch 936
Validation prc-auc = 0.033162
Epoch 937
Validation prc-auc = 0.033367
Epoch 938
Loss = 5.6357e-02, PNorm = 76.5668, GNorm = 0.1054, lr_0 = 9.5348e-04
Loss = 3.8242e-04, PNorm = 76.5693, GNorm = 0.0105, lr_0 = 9.5346e-04
Validation prc-auc = 0.033308
Epoch 939
Validation prc-auc = 0.033471
Epoch 940
Validation prc-auc = 0.033063
Epoch 941
Validation prc-auc = 0.032953
Epoch 942
Validation prc-auc = 0.033233
Epoch 943
Loss = 1.1859e-02, PNorm = 76.5937, GNorm = 0.2474, lr_0 = 9.5324e-04
Validation prc-auc = 0.033217
Epoch 944
Validation prc-auc = 0.033828
Epoch 945
Validation prc-auc = 0.033778
Epoch 946
Validation prc-auc = 0.034384
Epoch 947
Validation prc-auc = 0.032425
Epoch 948
Loss = 4.4969e-03, PNorm = 76.6180, GNorm = 0.1401, lr_0 = 9.5299e-04
Validation prc-auc = 0.028507
Epoch 949
Validation prc-auc = 0.027580
Epoch 950
Validation prc-auc = 0.026985
Epoch 951
Validation prc-auc = 0.025532
Epoch 952
Loss = 8.4940e-03, PNorm = 76.6918, GNorm = 0.1447, lr_0 = 9.5277e-04
Loss = 4.6667e-03, PNorm = 76.6981, GNorm = 0.2195, lr_0 = 9.5275e-04
Validation prc-auc = 0.025218
Epoch 953
Validation prc-auc = 0.024243
Epoch 954
Validation prc-auc = 0.024525
Epoch 955
Validation prc-auc = 0.024627
Epoch 956
Validation prc-auc = 0.024640
Epoch 957
Loss = 3.4170e-02, PNorm = 76.8040, GNorm = 0.7605, lr_0 = 9.5251e-04
Loss = 8.3014e-03, PNorm = 76.8128, GNorm = 0.6562, lr_0 = 9.5250e-04
Validation prc-auc = 0.024808
Epoch 958
Validation prc-auc = 0.025101
Epoch 959
Validation prc-auc = 0.025667
Epoch 960
Validation prc-auc = 0.028750
Epoch 961
Validation prc-auc = 0.029788
Epoch 962
Loss = 3.0074e-01, PNorm = 76.9383, GNorm = 3.3787, lr_0 = 9.5228e-04
Validation prc-auc = 0.028043
Epoch 963
Validation prc-auc = 0.025057
Epoch 964
Validation prc-auc = 0.029592
Epoch 965
Validation prc-auc = 0.029817
Epoch 966
Loss = 4.1268e-02, PNorm = 77.0974, GNorm = 0.1013, lr_0 = 9.5204e-04
Validation prc-auc = 0.028447
Epoch 967
Validation prc-auc = 0.026477
Epoch 968
Validation prc-auc = 0.025788
Epoch 969
Validation prc-auc = 0.025926
Epoch 970
Validation prc-auc = 0.025808
Epoch 971
Loss = 3.6723e-02, PNorm = 77.2270, GNorm = 0.5335, lr_0 = 9.5180e-04
Loss = 5.3776e-02, PNorm = 77.2326, GNorm = 1.8984, lr_0 = 9.5179e-04
Validation prc-auc = 0.025783
Epoch 972
Validation prc-auc = 0.026631
Epoch 973
Validation prc-auc = 0.026019
Epoch 974
Validation prc-auc = 0.025694
Epoch 975
Validation prc-auc = 0.025519
Epoch 976
Loss = 4.9917e-03, PNorm = 77.2984, GNorm = 0.1116, lr_0 = 9.5157e-04
Validation prc-auc = 0.025160
Epoch 977
Validation prc-auc = 0.024796
Epoch 978
Validation prc-auc = 0.023766
Epoch 979
Validation prc-auc = 0.023407
Epoch 980
Validation prc-auc = 0.023309
Epoch 981
Loss = 4.6268e-03, PNorm = 77.3441, GNorm = 0.0952, lr_0 = 9.5132e-04
Validation prc-auc = 0.023311
Epoch 982
Validation prc-auc = 0.023121
Epoch 983
Validation prc-auc = 0.023131
Epoch 984
Validation prc-auc = 0.023537
Epoch 985
Loss = 4.7633e-03, PNorm = 77.3728, GNorm = 0.0561, lr_0 = 9.5110e-04
Loss = 4.0002e-01, PNorm = 77.3766, GNorm = 11.7585, lr_0 = 9.5108e-04
Validation prc-auc = 0.024174
Epoch 986
Validation prc-auc = 0.023921
Epoch 987
Validation prc-auc = 0.023741
Epoch 988
Validation prc-auc = 0.024913
Epoch 989
Validation prc-auc = 0.026031
Epoch 990
Loss = 6.0552e-02, PNorm = 77.4665, GNorm = 1.6799, lr_0 = 9.5084e-04
Loss = 6.0976e-04, PNorm = 77.4725, GNorm = 0.0264, lr_0 = 9.5083e-04
Validation prc-auc = 0.026673
Epoch 991
Validation prc-auc = 0.027792
Epoch 992
Validation prc-auc = 0.029165
Epoch 993
Validation prc-auc = 0.030168
Epoch 994
Validation prc-auc = 0.030330
Epoch 995
Loss = 2.8863e-02, PNorm = 77.5433, GNorm = 0.5468, lr_0 = 9.5061e-04
Validation prc-auc = 0.030532
Epoch 996
Validation prc-auc = 0.030408
Epoch 997
Validation prc-auc = 0.030551
Epoch 998
Validation prc-auc = 0.030352
Epoch 999
Loss = 1.5339e-02, PNorm = 77.6013, GNorm = 0.0107, lr_0 = 9.5037e-04
Validation prc-auc = 0.029709
Epoch 1000
Validation prc-auc = 0.029536
Epoch 1001
Validation prc-auc = 0.028389
Epoch 1002
Validation prc-auc = 0.028351
Epoch 1003
Validation prc-auc = 0.028377
Epoch 1004
Loss = 1.8190e-02, PNorm = 77.6369, GNorm = 0.9116, lr_0 = 9.5014e-04
Loss = 4.2784e-03, PNorm = 77.6389, GNorm = 0.1112, lr_0 = 9.5012e-04
Validation prc-auc = 0.028527
Epoch 1005
Validation prc-auc = 0.028509
Epoch 1006
Validation prc-auc = 0.028294
Epoch 1007
Validation prc-auc = 0.028147
Epoch 1008
Validation prc-auc = 0.027567
Epoch 1009
Loss = 6.9160e-03, PNorm = 77.6610, GNorm = 0.1683, lr_0 = 9.4990e-04
Validation prc-auc = 0.027239
Epoch 1010
Validation prc-auc = 0.027516
Epoch 1011
Validation prc-auc = 0.028153
Epoch 1012
Validation prc-auc = 0.028374
Epoch 1013
Validation prc-auc = 0.027207
Epoch 1014
Loss = 1.9746e-02, PNorm = 77.6877, GNorm = 0.8377, lr_0 = 9.4965e-04
Validation prc-auc = 0.027450
Epoch 1015
Validation prc-auc = 0.028134
Epoch 1016
Validation prc-auc = 0.028502
Epoch 1017
Validation prc-auc = 0.028427
Epoch 1018
Loss = 2.5600e-01, PNorm = 77.7142, GNorm = 3.2557, lr_0 = 9.4943e-04
Loss = 1.1111e-02, PNorm = 77.7132, GNorm = 0.6685, lr_0 = 9.4941e-04
Validation prc-auc = 0.029096
Epoch 1019
Validation prc-auc = 0.029961
Epoch 1020
Validation prc-auc = 0.030870
Epoch 1021
Validation prc-auc = 0.031000
Epoch 1022
Validation prc-auc = 0.031053
Epoch 1023
Loss = 2.6846e-03, PNorm = 77.7387, GNorm = 0.1639, lr_0 = 9.4918e-04
Loss = 3.1288e-03, PNorm = 77.7411, GNorm = 0.1505, lr_0 = 9.4916e-04
Validation prc-auc = 0.030933
Epoch 1024
Validation prc-auc = 0.030853
Epoch 1025
Validation prc-auc = 0.030761
Epoch 1026
Validation prc-auc = 0.031378
Epoch 1027
Validation prc-auc = 0.031669
Epoch 1028
Loss = 5.9591e-03, PNorm = 77.7753, GNorm = 0.2564, lr_0 = 9.4894e-04
Validation prc-auc = 0.031459
Epoch 1029
Validation prc-auc = 0.034734
Epoch 1030
Validation prc-auc = 0.036102
Epoch 1031
Validation prc-auc = 0.037459
Epoch 1032
Validation prc-auc = 0.037659
Epoch 1033
Loss = 7.8016e-04, PNorm = 77.8257, GNorm = 0.0381, lr_0 = 9.4869e-04
Validation prc-auc = 0.037137
Epoch 1034
Validation prc-auc = 0.037110
Epoch 1035
Validation prc-auc = 0.036823
Epoch 1036
Validation prc-auc = 0.036243
Epoch 1037
Loss = 2.7703e-02, PNorm = 77.8599, GNorm = 0.9103, lr_0 = 9.4847e-04
Loss = 2.0000e-04, PNorm = 77.8616, GNorm = 0.0115, lr_0 = 9.4845e-04
Validation prc-auc = 0.035229
Epoch 1038
Validation prc-auc = 0.032837
Epoch 1039
Validation prc-auc = 0.032300
Epoch 1040
Validation prc-auc = 0.031294
Epoch 1041
Validation prc-auc = 0.030500
Epoch 1042
Loss = 2.4577e-03, PNorm = 77.8907, GNorm = 0.0764, lr_0 = 9.4823e-04
Validation prc-auc = 0.030229
Epoch 1043
Validation prc-auc = 0.030174
Epoch 1044
Validation prc-auc = 0.029880
Epoch 1045
Validation prc-auc = 0.029505
Epoch 1046
Validation prc-auc = 0.030144
Epoch 1047
Loss = 8.8193e-02, PNorm = 77.9454, GNorm = 2.5513, lr_0 = 9.4798e-04
Validation prc-auc = 0.029483
Epoch 1048
Validation prc-auc = 0.030245
Epoch 1049
Validation prc-auc = 0.031184
Epoch 1050
Validation prc-auc = 0.030087
Epoch 1051
Loss = 1.1354e-01, PNorm = 78.1163, GNorm = 0.6186, lr_0 = 9.4776e-04
Loss = 2.4218e-04, PNorm = 78.1316, GNorm = 0.0166, lr_0 = 9.4775e-04
Validation prc-auc = 0.026732
Epoch 1052
Validation prc-auc = 0.025006
Epoch 1053
Validation prc-auc = 0.024026
Epoch 1054
Validation prc-auc = 0.024913
Epoch 1055
Validation prc-auc = 0.027071
Epoch 1056
Loss = 5.2407e-03, PNorm = 78.2991, GNorm = 0.2373, lr_0 = 9.4751e-04
Loss = 2.6440e-03, PNorm = 78.3101, GNorm = 0.1254, lr_0 = 9.4749e-04
Validation prc-auc = 0.028791
Epoch 1057
Validation prc-auc = 0.030974
Epoch 1058
Validation prc-auc = 0.031867
Epoch 1059
Validation prc-auc = 0.032433
Epoch 1060
Validation prc-auc = 0.032555
Epoch 1061
Loss = 2.1336e-02, PNorm = 78.4382, GNorm = 0.4958, lr_0 = 9.4728e-04
Validation prc-auc = 0.035978
Epoch 1062
Validation prc-auc = 0.034811
Epoch 1063
Validation prc-auc = 0.034997
Epoch 1064
Validation prc-auc = 0.035204
Epoch 1065
Validation prc-auc = 0.035874
Epoch 1066
Loss = 5.3238e-02, PNorm = 78.6895, GNorm = 0.9726, lr_0 = 9.4702e-04
Validation prc-auc = 0.035496
Epoch 1067
Validation prc-auc = 0.035456
Epoch 1068
Validation prc-auc = 0.034923
Epoch 1069
Validation prc-auc = 0.034268
Epoch 1070
Loss = 2.6390e-02, PNorm = 78.8001, GNorm = 0.7366, lr_0 = 9.4681e-04
Loss = 2.9658e-02, PNorm = 78.8060, GNorm = 1.1818, lr_0 = 9.4679e-04
Validation prc-auc = 0.034507
Epoch 1071
Validation prc-auc = 0.035192
Epoch 1072
Validation prc-auc = 0.034896
Epoch 1073
Validation prc-auc = 0.034700
Epoch 1074
Validation prc-auc = 0.034246
Epoch 1075
Loss = 2.1213e-02, PNorm = 78.8842, GNorm = 0.7962, lr_0 = 9.4657e-04
Validation prc-auc = 0.033699
Epoch 1076
Validation prc-auc = 0.033299
Epoch 1077
Validation prc-auc = 0.033334
Epoch 1078
Validation prc-auc = 0.033069
Epoch 1079
Validation prc-auc = 0.033296
Epoch 1080
Loss = 6.6765e-04, PNorm = 78.9393, GNorm = 0.0211, lr_0 = 9.4632e-04
Validation prc-auc = 0.033937
Epoch 1081
Validation prc-auc = 0.034475
Epoch 1082
Validation prc-auc = 0.034519
Epoch 1083
Validation prc-auc = 0.034061
Epoch 1084
Loss = 1.6079e-03, PNorm = 79.0032, GNorm = 0.0838, lr_0 = 9.4610e-04
Loss = 8.4409e-04, PNorm = 79.0081, GNorm = 0.0401, lr_0 = 9.4608e-04
Validation prc-auc = 0.035349
Epoch 1085
Validation prc-auc = 0.034644
Epoch 1086
Validation prc-auc = 0.034065
Epoch 1087
Validation prc-auc = 0.033400
Epoch 1088
Validation prc-auc = 0.033607
Epoch 1089
Loss = 2.5764e-02, PNorm = 79.0696, GNorm = 0.1140, lr_0 = 9.4585e-04
Loss = 3.0315e-04, PNorm = 79.0732, GNorm = 0.0135, lr_0 = 9.4583e-04
Validation prc-auc = 0.033078
Epoch 1090
Validation prc-auc = 0.032464
Epoch 1091
Validation prc-auc = 0.032011
Epoch 1092
Validation prc-auc = 0.031738
Epoch 1093
Validation prc-auc = 0.030989
Epoch 1094
Loss = 1.7491e-03, PNorm = 79.1061, GNorm = 0.0726, lr_0 = 9.4561e-04
Validation prc-auc = 0.030571
Epoch 1095
Validation prc-auc = 0.030653
Epoch 1096
Validation prc-auc = 0.030225
Epoch 1097
Validation prc-auc = 0.031391
Epoch 1098
Validation prc-auc = 0.031958
Epoch 1099
Loss = 1.8057e-02, PNorm = 79.1516, GNorm = 0.5222, lr_0 = 9.4536e-04
Validation prc-auc = 0.030819
Epoch 1100
Validation prc-auc = 0.029263
Epoch 1101
Validation prc-auc = 0.027786
Epoch 1102
Validation prc-auc = 0.027102
Epoch 1103
Loss = 6.2174e-02, PNorm = 79.2788, GNorm = 1.4569, lr_0 = 9.4515e-04
Loss = 4.4709e-04, PNorm = 79.2867, GNorm = 0.0239, lr_0 = 9.4513e-04
Validation prc-auc = 0.026403
Epoch 1104
Validation prc-auc = 0.026834
Epoch 1105
Validation prc-auc = 0.026659
Epoch 1106
Validation prc-auc = 0.028252
Epoch 1107
Validation prc-auc = 0.029865
Epoch 1108
Loss = 1.1522e-01, PNorm = 79.4125, GNorm = 1.1812, lr_0 = 9.4489e-04
Validation prc-auc = 0.030002
Epoch 1109
Validation prc-auc = 0.029290
Epoch 1110
Validation prc-auc = 0.030294
Epoch 1111
Validation prc-auc = 0.034115
Epoch 1112
Validation prc-auc = 0.034924
Epoch 1113
Loss = 4.2930e-02, PNorm = 79.5561, GNorm = 0.9948, lr_0 = 9.4466e-04
Validation prc-auc = 0.034586
Epoch 1114
Validation prc-auc = 0.034045
Epoch 1115
Validation prc-auc = 0.033146
Epoch 1116
Validation prc-auc = 0.033702
Epoch 1117
Loss = 6.5889e-03, PNorm = 79.6482, GNorm = 0.1304, lr_0 = 9.4444e-04
Loss = 8.5000e-05, PNorm = 79.6527, GNorm = 0.0036, lr_0 = 9.4443e-04
Validation prc-auc = 0.034259
Epoch 1118
Validation prc-auc = 0.034656
Epoch 1119
Validation prc-auc = 0.035060
Epoch 1120
Validation prc-auc = 0.035836
Epoch 1121
Validation prc-auc = 0.036079
Epoch 1122
Loss = 9.4524e-03, PNorm = 79.6954, GNorm = 0.1960, lr_0 = 9.4419e-04
Loss = 4.1430e-04, PNorm = 79.6972, GNorm = 0.0219, lr_0 = 9.4417e-04
Validation prc-auc = 0.036260
Epoch 1123
Validation prc-auc = 0.035495
Epoch 1124
Validation prc-auc = 0.035362
Epoch 1125
Validation prc-auc = 0.034995
Epoch 1126
Validation prc-auc = 0.034683
Epoch 1127
Loss = 2.8358e-03, PNorm = 79.7152, GNorm = 0.1077, lr_0 = 9.4396e-04
Validation prc-auc = 0.033477
Epoch 1128
Validation prc-auc = 0.034083
Epoch 1129
Validation prc-auc = 0.033833
Epoch 1130
Validation prc-auc = 0.033924
Epoch 1131
Validation prc-auc = 0.033533
Epoch 1132
Loss = 1.1444e-03, PNorm = 79.7365, GNorm = 0.0356, lr_0 = 9.4371e-04
Validation prc-auc = 0.033798
Epoch 1133
Validation prc-auc = 0.033818
Epoch 1134
Validation prc-auc = 0.033504
Epoch 1135
Validation prc-auc = 0.033795
Epoch 1136
Loss = 1.2423e-02, PNorm = 79.7576, GNorm = 0.4987, lr_0 = 9.4349e-04
Loss = 8.9315e-05, PNorm = 79.7592, GNorm = 0.0051, lr_0 = 9.4347e-04
Validation prc-auc = 0.034137
Epoch 1137
Validation prc-auc = 0.033811
Epoch 1138
Validation prc-auc = 0.032635
Epoch 1139
Validation prc-auc = 0.032200
Epoch 1140
Validation prc-auc = 0.031662
Epoch 1141
Loss = 1.1359e-02, PNorm = 79.7961, GNorm = 0.5227, lr_0 = 9.4324e-04
Validation prc-auc = 0.030387
Epoch 1142
Validation prc-auc = 0.029614
Epoch 1143
Validation prc-auc = 0.029814
Epoch 1144
Validation prc-auc = 0.029887
Epoch 1145
Validation prc-auc = 0.030843
Epoch 1146
Loss = 4.8369e-02, PNorm = 79.8387, GNorm = 1.1219, lr_0 = 9.4300e-04
Validation prc-auc = 0.030878
Epoch 1147
Validation prc-auc = 0.030815
Epoch 1148
Validation prc-auc = 0.030536
Epoch 1149
Validation prc-auc = 0.030716
Epoch 1150
Loss = 2.9526e-02, PNorm = 79.8649, GNorm = 0.0770, lr_0 = 9.4279e-04
Loss = 1.6510e-05, PNorm = 79.8667, GNorm = 0.0007, lr_0 = 9.4277e-04
Validation prc-auc = 0.031665
Epoch 1151
Validation prc-auc = 0.033196
Epoch 1152
Validation prc-auc = 0.033751
Epoch 1153
Validation prc-auc = 0.034758
Epoch 1154
Validation prc-auc = 0.035191
Epoch 1155
Loss = 2.9775e-03, PNorm = 79.8931, GNorm = 0.0737, lr_0 = 9.4253e-04
Loss = 2.9645e-03, PNorm = 79.8950, GNorm = 0.2486, lr_0 = 9.4252e-04
Validation prc-auc = 0.035033
Epoch 1156
Validation prc-auc = 0.035220
Epoch 1157
Validation prc-auc = 0.036371
Epoch 1158
Validation prc-auc = 0.036495
Epoch 1159
Validation prc-auc = 0.035401
Epoch 1160
Loss = 2.9915e-03, PNorm = 79.9154, GNorm = 0.0665, lr_0 = 9.4230e-04
Validation prc-auc = 0.034333
Epoch 1161
Validation prc-auc = 0.033518
Epoch 1162
Validation prc-auc = 0.032551
Epoch 1163
Validation prc-auc = 0.032597
Epoch 1164
Validation prc-auc = 0.032340
Epoch 1165
Loss = 7.2367e-04, PNorm = 79.9372, GNorm = 0.0249, lr_0 = 9.4205e-04
Validation prc-auc = 0.031317
Epoch 1166
Validation prc-auc = 0.031374
Epoch 1167
Validation prc-auc = 0.032305
Epoch 1168
Validation prc-auc = 0.033676
Epoch 1169
Loss = 1.4879e-01, PNorm = 79.9959, GNorm = 3.5040, lr_0 = 9.4183e-04
Loss = 5.2186e-01, PNorm = 80.0121, GNorm = 16.2559, lr_0 = 9.4182e-04
Validation prc-auc = 0.034317
Epoch 1170
Validation prc-auc = 0.031059
Epoch 1171
Validation prc-auc = 0.026466
Epoch 1172
Validation prc-auc = 0.026610
Epoch 1173
Validation prc-auc = 0.026994
Epoch 1174
Loss = 1.1945e-02, PNorm = 80.2923, GNorm = 0.6029, lr_0 = 9.4158e-04
Validation prc-auc = 0.027276
Epoch 1175
Validation prc-auc = 0.027068
Epoch 1176
Validation prc-auc = 0.027009
Epoch 1177
Validation prc-auc = 0.026793
Epoch 1178
Validation prc-auc = 0.026608
Epoch 1179
Loss = 2.1935e-02, PNorm = 80.4469, GNorm = 0.8923, lr_0 = 9.4135e-04
Validation prc-auc = 0.027347
Epoch 1180
Validation prc-auc = 0.030330
Epoch 1181
Validation prc-auc = 0.032060
Epoch 1182
Validation prc-auc = 0.029232
Epoch 1183
Loss = 1.0653e-01, PNorm = 80.6407, GNorm = 0.0099, lr_0 = 9.4112e-04
Validation prc-auc = 0.030995
Epoch 1184
Validation prc-auc = 0.033111
Epoch 1185
Validation prc-auc = 0.031195
Epoch 1186
Validation prc-auc = 0.028247
Epoch 1187
Validation prc-auc = 0.027107
Epoch 1188
Loss = 4.4896e-02, PNorm = 80.7993, GNorm = 1.3175, lr_0 = 9.4088e-04
Loss = 8.7723e-03, PNorm = 80.8084, GNorm = 0.2947, lr_0 = 9.4087e-04
Validation prc-auc = 0.028090
Epoch 1189
Validation prc-auc = 0.028641
Epoch 1190
Validation prc-auc = 0.029137
Epoch 1191
Validation prc-auc = 0.028865
Epoch 1192
Validation prc-auc = 0.029318
Epoch 1193
Loss = 8.0526e-03, PNorm = 80.9034, GNorm = 0.2079, lr_0 = 9.4065e-04
Validation prc-auc = 0.029467
Epoch 1194
Validation prc-auc = 0.029202
Epoch 1195
Validation prc-auc = 0.028949
Epoch 1196
Validation prc-auc = 0.029293
Epoch 1197
Validation prc-auc = 0.029248
Epoch 1198
Loss = 7.8994e-03, PNorm = 80.9611, GNorm = 0.2236, lr_0 = 9.4040e-04
Validation prc-auc = 0.029565
Epoch 1199
Validation prc-auc = 0.029712
Epoch 1200
Validation prc-auc = 0.029381
Epoch 1201
Validation prc-auc = 0.030001
Epoch 1202
Loss = 5.4038e-02, PNorm = 80.9890, GNorm = 0.7420, lr_0 = 9.4018e-04
Loss = 3.8638e-04, PNorm = 80.9922, GNorm = 0.0142, lr_0 = 9.4016e-04
Validation prc-auc = 0.030609
Epoch 1203
Validation prc-auc = 0.031479
Epoch 1204
Validation prc-auc = 0.031493
Epoch 1205
Validation prc-auc = 0.031911
Epoch 1206
Validation prc-auc = 0.031742
Epoch 1207
Loss = 9.1439e-02, PNorm = 81.0303, GNorm = 1.6689, lr_0 = 9.3993e-04
Loss = 1.1445e-03, PNorm = 81.0324, GNorm = 0.0508, lr_0 = 9.3991e-04
Validation prc-auc = 0.032196
Epoch 1208
Validation prc-auc = 0.032199
Epoch 1209
Validation prc-auc = 0.032359
Epoch 1210
Validation prc-auc = 0.032847
Epoch 1211
Validation prc-auc = 0.032239
Epoch 1212
Loss = 5.8415e-03, PNorm = 81.0539, GNorm = 0.1167, lr_0 = 9.3970e-04
Validation prc-auc = 0.032455
Epoch 1213
Validation prc-auc = 0.032795
Epoch 1214
Validation prc-auc = 0.032988
Epoch 1215
Validation prc-auc = 0.031589
Epoch 1216
Loss = 2.7678e-03, PNorm = 81.0725, GNorm = 0.0083, lr_0 = 9.3946e-04
Validation prc-auc = 0.030796
Epoch 1217
Validation prc-auc = 0.030437
Epoch 1218
Validation prc-auc = 0.030424
Epoch 1219
Validation prc-auc = 0.030692
Epoch 1220
Validation prc-auc = 0.031651
Epoch 1221
Loss = 9.8286e-03, PNorm = 81.0866, GNorm = 0.0698, lr_0 = 9.3923e-04
Loss = 2.6344e-03, PNorm = 81.0888, GNorm = 0.1363, lr_0 = 9.3922e-04
Validation prc-auc = 0.030122
Epoch 1222
Validation prc-auc = 0.028739
Epoch 1223
Validation prc-auc = 0.028334
Epoch 1224
Validation prc-auc = 0.028279
Epoch 1225
Validation prc-auc = 0.027918
Epoch 1226
Loss = 7.3371e-03, PNorm = 81.1267, GNorm = 0.2781, lr_0 = 9.3900e-04
Validation prc-auc = 0.028072
Epoch 1227
Validation prc-auc = 0.026999
Epoch 1228
Validation prc-auc = 0.025197
Epoch 1229
Validation prc-auc = 0.024439
Epoch 1230
Validation prc-auc = 0.024007
Epoch 1231
Loss = 5.4180e-03, PNorm = 81.1729, GNorm = 0.1862, lr_0 = 9.3875e-04
Validation prc-auc = 0.023600
Epoch 1232
Validation prc-auc = 0.023230
Epoch 1233
Validation prc-auc = 0.023453
Epoch 1234
Validation prc-auc = 0.023983
Epoch 1235
Loss = 3.4052e-02, PNorm = 81.2023, GNorm = 0.6342, lr_0 = 9.3853e-04
Loss = 1.3452e-04, PNorm = 81.2054, GNorm = 0.0125, lr_0 = 9.3852e-04
Validation prc-auc = 0.024125
Epoch 1236
Validation prc-auc = 0.024207
Epoch 1237
Validation prc-auc = 0.024317
Epoch 1238
Validation prc-auc = 0.024454
Epoch 1239
Validation prc-auc = 0.024541
Epoch 1240
Loss = 5.7933e-03, PNorm = 81.2352, GNorm = 0.0485, lr_0 = 9.3828e-04
Loss = 4.8134e-05, PNorm = 81.2367, GNorm = 0.0030, lr_0 = 9.3827e-04
Validation prc-auc = 0.024667
Epoch 1241
Validation prc-auc = 0.024657
Epoch 1242
Validation prc-auc = 0.024827
Epoch 1243
Validation prc-auc = 0.025069
Epoch 1244
Validation prc-auc = 0.025176
Epoch 1245
Loss = 3.1579e-03, PNorm = 81.2529, GNorm = 0.0848, lr_0 = 9.3805e-04
Validation prc-auc = 0.025222
Epoch 1246
Validation prc-auc = 0.025259
Epoch 1247
Validation prc-auc = 0.026968
Epoch 1248
Validation prc-auc = 0.028224
Epoch 1249
Loss = 6.8056e-03, PNorm = 81.2753, GNorm = 0.0875, lr_0 = 9.3782e-04
Validation prc-auc = 0.028427
Epoch 1250
Validation prc-auc = 0.027779
Epoch 1251
Validation prc-auc = 0.027424
Epoch 1252
Validation prc-auc = 0.027393
Epoch 1253
Validation prc-auc = 0.028918
Epoch 1254
Loss = 1.2880e-02, PNorm = 81.4175, GNorm = 0.4971, lr_0 = 9.3758e-04
Loss = 4.7539e-02, PNorm = 81.4320, GNorm = 2.4595, lr_0 = 9.3757e-04
Validation prc-auc = 0.032231
Epoch 1255
Validation prc-auc = 0.035924
Epoch 1256
Validation prc-auc = 0.042818
Epoch 1257
Validation prc-auc = 0.043693
Epoch 1258
Validation prc-auc = 0.042594
Epoch 1259
Loss = 2.4479e-02, PNorm = 81.6283, GNorm = 0.4193, lr_0 = 9.3735e-04
Validation prc-auc = 0.035878
Epoch 1260
Validation prc-auc = 0.032053
Epoch 1261
Validation prc-auc = 0.032954
Epoch 1262
Validation prc-auc = 0.032007
Epoch 1263
Validation prc-auc = 0.031602
Epoch 1264
Loss = 5.6355e-02, PNorm = 81.8151, GNorm = 0.7283, lr_0 = 9.3710e-04
Validation prc-auc = 0.031602
Epoch 1265
Validation prc-auc = 0.032025
Epoch 1266
Validation prc-auc = 0.032315
Epoch 1267
Validation prc-auc = 0.033327
Epoch 1268
Loss = 1.6335e-01, PNorm = 81.8891, GNorm = 1.4583, lr_0 = 9.3689e-04
Loss = 2.3842e-04, PNorm = 81.8923, GNorm = 0.0094, lr_0 = 9.3687e-04
Validation prc-auc = 0.032974
Epoch 1269
Validation prc-auc = 0.034120
Epoch 1270
Validation prc-auc = 0.033261
Epoch 1271
Validation prc-auc = 0.032400
Epoch 1272
Validation prc-auc = 0.030692
Epoch 1273
Loss = 1.8431e-02, PNorm = 81.9331, GNorm = 0.2515, lr_0 = 9.3664e-04
Loss = 5.5721e-05, PNorm = 81.9360, GNorm = 0.0055, lr_0 = 9.3662e-04
Validation prc-auc = 0.030088
Epoch 1274
Validation prc-auc = 0.029648
Epoch 1275
Validation prc-auc = 0.029024
Epoch 1276
Validation prc-auc = 0.028561
Epoch 1277
Validation prc-auc = 0.028057
Epoch 1278
Loss = 7.5506e-02, PNorm = 81.9722, GNorm = 1.7306, lr_0 = 9.3641e-04
Validation prc-auc = 0.026763
Epoch 1279
Validation prc-auc = 0.026298
Epoch 1280
Validation prc-auc = 0.025636
Epoch 1281
Validation prc-auc = 0.024611
Epoch 1282
Validation prc-auc = 0.023601
Epoch 1283
Loss = 6.7751e-03, PNorm = 82.0270, GNorm = 0.2116, lr_0 = 9.3616e-04
Validation prc-auc = 0.023741
Epoch 1284
Validation prc-auc = 0.023553
Epoch 1285
Validation prc-auc = 0.025334
Epoch 1286
Validation prc-auc = 0.027798
Epoch 1287
Loss = 8.9923e-02, PNorm = 82.2109, GNorm = 1.0859, lr_0 = 9.3594e-04
Loss = 1.1648e+00, PNorm = 82.2240, GNorm = 32.1449, lr_0 = 9.3592e-04
Validation prc-auc = 0.026912
Epoch 1288
Validation prc-auc = 0.023948
Epoch 1289
Validation prc-auc = 0.022402
Epoch 1290
Validation prc-auc = 0.021471
Epoch 1291
Validation prc-auc = 0.023168
Epoch 1292
Loss = 7.8349e-02, PNorm = 82.4770, GNorm = 1.6048, lr_0 = 9.3571e-04
Validation prc-auc = 0.044345
Epoch 1293
Validation prc-auc = 0.033417
Epoch 1294
Validation prc-auc = 0.031249
Epoch 1295
Validation prc-auc = 0.030466
Epoch 1296
Validation prc-auc = 0.030828
Epoch 1297
Loss = 1.3617e-02, PNorm = 82.6525, GNorm = 0.4305, lr_0 = 9.3546e-04
Validation prc-auc = 0.030958
Epoch 1298
Validation prc-auc = 0.029004
Epoch 1299
Validation prc-auc = 0.028475
Epoch 1300
Validation prc-auc = 0.027475
Epoch 1301
Loss = 1.0732e-01, PNorm = 82.7605, GNorm = 1.4439, lr_0 = 9.3524e-04
Loss = 1.7229e-01, PNorm = 82.7683, GNorm = 4.6752, lr_0 = 9.3523e-04
Validation prc-auc = 0.025572
Epoch 1302
Validation prc-auc = 0.024185
Epoch 1303
Validation prc-auc = 0.023544
Epoch 1304
Validation prc-auc = 0.023459
Epoch 1305
Validation prc-auc = 0.025245
Epoch 1306
Loss = 2.1559e-02, PNorm = 82.9041, GNorm = 0.6356, lr_0 = 9.3499e-04
Loss = 9.0980e-03, PNorm = 82.9128, GNorm = 0.4304, lr_0 = 9.3498e-04
Validation prc-auc = 0.026465
Epoch 1307
Validation prc-auc = 0.028440
Epoch 1308
Validation prc-auc = 0.030204
Epoch 1309
Validation prc-auc = 0.033978
Epoch 1310
Validation prc-auc = 0.035786
Epoch 1311
Loss = 2.6798e-02, PNorm = 82.9927, GNorm = 0.7787, lr_0 = 9.3476e-04
Validation prc-auc = 0.036418
Epoch 1312
Validation prc-auc = 0.035605
Epoch 1313
Validation prc-auc = 0.034121
Epoch 1314
Validation prc-auc = 0.032496
Epoch 1315
Validation prc-auc = 0.031642
Epoch 1316
Loss = 8.4281e-02, PNorm = 83.0577, GNorm = 1.2226, lr_0 = 9.3451e-04
Validation prc-auc = 0.029711
Epoch 1317
Validation prc-auc = 0.027570
Epoch 1318
Validation prc-auc = 0.026949
Epoch 1319
Validation prc-auc = 0.027874
Epoch 1320
Loss = 6.7536e-03, PNorm = 83.1242, GNorm = 0.2312, lr_0 = 9.3430e-04
Loss = 4.9190e-04, PNorm = 83.1295, GNorm = 0.0186, lr_0 = 9.3428e-04
Validation prc-auc = 0.026913
Epoch 1321
Validation prc-auc = 0.026419
Epoch 1322
Validation prc-auc = 0.026560
Epoch 1323
Validation prc-auc = 0.026405
Epoch 1324
Validation prc-auc = 0.027348
Epoch 1325
Loss = 1.6014e-02, PNorm = 83.1982, GNorm = 0.5782, lr_0 = 9.3407e-04
Validation prc-auc = 0.027429
Epoch 1326
Validation prc-auc = 0.026663
Epoch 1327
Validation prc-auc = 0.025630
Epoch 1328
Validation prc-auc = 0.024845
Epoch 1329
Validation prc-auc = 0.024614
Epoch 1330
Loss = 6.9428e-03, PNorm = 83.2602, GNorm = 0.3160, lr_0 = 9.3382e-04
Validation prc-auc = 0.025072
Epoch 1331
Validation prc-auc = 0.025694
Epoch 1332
Validation prc-auc = 0.026266
Epoch 1333
Validation prc-auc = 0.026265
Epoch 1334
Loss = 1.2133e-03, PNorm = 83.3037, GNorm = 0.0346, lr_0 = 9.3360e-04
Loss = 9.1808e-03, PNorm = 83.3068, GNorm = 0.4705, lr_0 = 9.3359e-04
Validation prc-auc = 0.025627
Epoch 1335
Validation prc-auc = 0.025731
Epoch 1336
Validation prc-auc = 0.025903
Epoch 1337
Validation prc-auc = 0.026006
Epoch 1338
Validation prc-auc = 0.025699
Epoch 1339
Loss = 9.5351e-03, PNorm = 83.3403, GNorm = 0.5366, lr_0 = 9.3336e-04
Loss = 1.9587e-02, PNorm = 83.3421, GNorm = 0.8159, lr_0 = 9.3334e-04
Validation prc-auc = 0.025180
Epoch 1340
Validation prc-auc = 0.024840
Epoch 1341
Validation prc-auc = 0.023977
Epoch 1342
Validation prc-auc = 0.023585
Epoch 1343
Validation prc-auc = 0.023621
Epoch 1344
Loss = 3.0928e-03, PNorm = 83.3598, GNorm = 0.0654, lr_0 = 9.3312e-04
Validation prc-auc = 0.023283
Epoch 1345
Validation prc-auc = 0.023130
Epoch 1346
Validation prc-auc = 0.022320
Epoch 1347
Validation prc-auc = 0.021728
Epoch 1348
Validation prc-auc = 0.021642
Epoch 1349
Loss = 5.4655e-03, PNorm = 83.3827, GNorm = 0.1801, lr_0 = 9.3288e-04
Validation prc-auc = 0.021560
Epoch 1350
Validation prc-auc = 0.021699
Epoch 1351
Validation prc-auc = 0.022007
Epoch 1352
Validation prc-auc = 0.022176
Epoch 1353
Loss = 1.5701e-03, PNorm = 83.4089, GNorm = 0.0849, lr_0 = 9.3266e-04
Loss = 4.0376e-04, PNorm = 83.4104, GNorm = 0.0202, lr_0 = 9.3264e-04
Validation prc-auc = 0.022355
Epoch 1354
Validation prc-auc = 0.022648
Epoch 1355
Validation prc-auc = 0.022937
Epoch 1356
Validation prc-auc = 0.023044
Epoch 1357
Validation prc-auc = 0.023051
Epoch 1358
Loss = 2.1504e-03, PNorm = 83.4254, GNorm = 0.0738, lr_0 = 9.3241e-04
Validation prc-auc = 0.023185
Epoch 1359
Validation prc-auc = 0.023041
Epoch 1360
Validation prc-auc = 0.022758
Epoch 1361
Validation prc-auc = 0.022864
Epoch 1362
Validation prc-auc = 0.023068
Epoch 1363
Loss = 1.5776e-03, PNorm = 83.4471, GNorm = 0.0551, lr_0 = 9.3218e-04
Validation prc-auc = 0.022845
Epoch 1364
Validation prc-auc = 0.023163
Epoch 1365
Validation prc-auc = 0.023486
Epoch 1366
Validation prc-auc = 0.023944
Epoch 1367
Loss = 3.6937e-03, PNorm = 83.4842, GNorm = 0.2682, lr_0 = 9.3197e-04
Loss = 2.0724e-03, PNorm = 83.4869, GNorm = 0.0781, lr_0 = 9.3195e-04
Validation prc-auc = 0.024455
Epoch 1368
Validation prc-auc = 0.023799
Epoch 1369
Validation prc-auc = 0.023620
Epoch 1370
Validation prc-auc = 0.023927
Epoch 1371
Validation prc-auc = 0.024082
Epoch 1372
Loss = 5.6948e-02, PNorm = 83.5822, GNorm = 1.5700, lr_0 = 9.3172e-04
Loss = 2.0561e-02, PNorm = 83.5912, GNorm = 1.2132, lr_0 = 9.3170e-04
Validation prc-auc = 0.023684
Epoch 1373
Validation prc-auc = 0.024367
Epoch 1374
Validation prc-auc = 0.024863
Epoch 1375
Validation prc-auc = 0.024807
Epoch 1376
Validation prc-auc = 0.024846
Epoch 1377
Loss = 1.4613e-02, PNorm = 83.6822, GNorm = 0.5717, lr_0 = 9.3149e-04
Validation prc-auc = 0.025212
Epoch 1378
Validation prc-auc = 0.025176
Epoch 1379
Validation prc-auc = 0.025276
Epoch 1380
Validation prc-auc = 0.024894
Epoch 1381
Validation prc-auc = 0.024850
Epoch 1382
Loss = 1.1169e-02, PNorm = 83.7243, GNorm = 0.3422, lr_0 = 9.3124e-04
Validation prc-auc = 0.024953
Epoch 1383
Validation prc-auc = 0.024919
Epoch 1384
Validation prc-auc = 0.024846
Epoch 1385
Validation prc-auc = 0.024927
Epoch 1386
Loss = 1.3234e-02, PNorm = 83.7595, GNorm = 0.0750, lr_0 = 9.3102e-04
Loss = 1.5737e-04, PNorm = 83.7617, GNorm = 0.0072, lr_0 = 9.3101e-04
Validation prc-auc = 0.024864
Epoch 1387
Validation prc-auc = 0.024795
Epoch 1388
Validation prc-auc = 0.024927
Epoch 1389
Validation prc-auc = 0.024881
Epoch 1390
Validation prc-auc = 0.025331
Epoch 1391
Loss = 1.1080e-03, PNorm = 83.7948, GNorm = 0.0362, lr_0 = 9.3078e-04
Validation prc-auc = 0.025656
Epoch 1392
Validation prc-auc = 0.026005
Epoch 1393
Validation prc-auc = 0.026054
Epoch 1394
Validation prc-auc = 0.026073
Epoch 1395
Validation prc-auc = 0.026292
Epoch 1396
Loss = 2.4082e-03, PNorm = 83.8291, GNorm = 0.1494, lr_0 = 9.3055e-04
Validation prc-auc = 0.026580
Epoch 1397
Validation prc-auc = 0.027029
Epoch 1398
Validation prc-auc = 0.028146
Epoch 1399
Validation prc-auc = 0.028125
Epoch 1400
Loss = 4.1681e-03, PNorm = 83.8690, GNorm = 0.1007, lr_0 = 9.3033e-04
Loss = 4.2858e-04, PNorm = 83.8732, GNorm = 0.0483, lr_0 = 9.3032e-04
Validation prc-auc = 0.028340
Epoch 1401
Validation prc-auc = 0.028637
Epoch 1402
Validation prc-auc = 0.029001
Epoch 1403
Validation prc-auc = 0.029721
Epoch 1404
Validation prc-auc = 0.029633
Epoch 1405
Loss = 7.6493e-03, PNorm = 83.9166, GNorm = 0.4104, lr_0 = 9.3008e-04
Loss = 8.4525e-04, PNorm = 83.9189, GNorm = 0.0404, lr_0 = 9.3007e-04
Validation prc-auc = 0.029474
Epoch 1406
Validation prc-auc = 0.029585
Epoch 1407
Validation prc-auc = 0.029479
Epoch 1408
Validation prc-auc = 0.029376
Epoch 1409
Validation prc-auc = 0.028912
Epoch 1410
Loss = 5.8595e-03, PNorm = 83.9439, GNorm = 0.3667, lr_0 = 9.2985e-04
Validation prc-auc = 0.028854
Epoch 1411
Validation prc-auc = 0.029057
Epoch 1412
Validation prc-auc = 0.029502
Epoch 1413
Validation prc-auc = 0.028392
Epoch 1414
Validation prc-auc = 0.028026
Epoch 1415
Loss = 3.2887e-03, PNorm = 83.9756, GNorm = 0.2493, lr_0 = 9.2961e-04
Validation prc-auc = 0.027871
Epoch 1416
Validation prc-auc = 0.027743
Epoch 1417
Validation prc-auc = 0.027776
Epoch 1418
Validation prc-auc = 0.027896
Epoch 1419
Loss = 1.9310e-03, PNorm = 84.0020, GNorm = 0.0150, lr_0 = 9.2939e-04
Loss = 1.1711e-03, PNorm = 84.0035, GNorm = 0.0704, lr_0 = 9.2938e-04
Validation prc-auc = 0.027722
Epoch 1420
Validation prc-auc = 0.027983
Epoch 1421
Validation prc-auc = 0.027578
Epoch 1422
Validation prc-auc = 0.027090
Epoch 1423
Validation prc-auc = 0.027017
Epoch 1424
Loss = 3.2906e-03, PNorm = 84.0198, GNorm = 0.2567, lr_0 = 9.2914e-04
Validation prc-auc = 0.026945
Epoch 1425
Validation prc-auc = 0.026699
Epoch 1426
Validation prc-auc = 0.026713
Epoch 1427
Validation prc-auc = 0.026505
Epoch 1428
Validation prc-auc = 0.026465
Epoch 1429
Loss = 9.1731e-04, PNorm = 84.0342, GNorm = 0.0281, lr_0 = 9.2891e-04
Validation prc-auc = 0.026554
Epoch 1430
Validation prc-auc = 0.026189
Epoch 1431
Validation prc-auc = 0.025294
Epoch 1432
Validation prc-auc = 0.024888
Epoch 1433
Loss = 1.9682e-02, PNorm = 84.0824, GNorm = 0.6162, lr_0 = 9.2868e-04
Validation prc-auc = 0.024642
Epoch 1434
Validation prc-auc = 0.024366
Epoch 1435
Validation prc-auc = 0.024241
Epoch 1436
Validation prc-auc = 0.024351
Epoch 1437
Validation prc-auc = 0.024226
Epoch 1438
Loss = 8.9996e-02, PNorm = 84.1224, GNorm = 1.6044, lr_0 = 9.2845e-04
Loss = 1.2402e-03, PNorm = 84.1255, GNorm = 0.0608, lr_0 = 9.2844e-04
Validation prc-auc = 0.023856
Epoch 1439
Validation prc-auc = 0.023382
Epoch 1440
Validation prc-auc = 0.023631
Epoch 1441
Validation prc-auc = 0.024706
Epoch 1442
Validation prc-auc = 0.025352
Epoch 1443
Loss = 8.8267e-02, PNorm = 84.1645, GNorm = 1.2934, lr_0 = 9.2822e-04
Validation prc-auc = 0.025679
Epoch 1444
Validation prc-auc = 0.026323
Epoch 1445
Validation prc-auc = 0.026612
Epoch 1446
Validation prc-auc = 0.026848
Epoch 1447
Validation prc-auc = 0.027524
Epoch 1448
Loss = 6.1371e-03, PNorm = 84.2115, GNorm = 0.1616, lr_0 = 9.2798e-04
Validation prc-auc = 0.028444
Epoch 1449
Validation prc-auc = 0.028797
Epoch 1450
Validation prc-auc = 0.029420
Epoch 1451
Validation prc-auc = 0.029335
Epoch 1452
Loss = 4.9609e-03, PNorm = 84.2544, GNorm = 0.3722, lr_0 = 9.2776e-04
Loss = 8.1598e-04, PNorm = 84.2571, GNorm = 0.0317, lr_0 = 9.2775e-04
Validation prc-auc = 0.029263
Epoch 1453
Validation prc-auc = 0.030471
Epoch 1454
Validation prc-auc = 0.033791
Epoch 1455
Validation prc-auc = 0.032591
Epoch 1456
Validation prc-auc = 0.030522
Epoch 1457
Loss = 3.8243e-02, PNorm = 84.3100, GNorm = 1.2934, lr_0 = 9.2752e-04
Loss = 1.9839e-04, PNorm = 84.3151, GNorm = 0.0079, lr_0 = 9.2750e-04
Validation prc-auc = 0.030041
Epoch 1458
Validation prc-auc = 0.028489
Epoch 1459
Validation prc-auc = 0.027072
Epoch 1460
Validation prc-auc = 0.026561
Epoch 1461
Validation prc-auc = 0.026485
Epoch 1462
Loss = 1.7785e-02, PNorm = 84.3776, GNorm = 0.7214, lr_0 = 9.2729e-04
Validation prc-auc = 0.025059
Epoch 1463
Validation prc-auc = 0.024455
Epoch 1464
Validation prc-auc = 0.023955
Epoch 1465
Validation prc-auc = 0.023649
Epoch 1466
Loss = 9.2365e-03, PNorm = 84.4099, GNorm = 0.0107, lr_0 = 9.2706e-04
Validation prc-auc = 0.023704
Epoch 1467
Validation prc-auc = 0.023560
Epoch 1468
Validation prc-auc = 0.023843
Epoch 1469
Validation prc-auc = 0.023938
Epoch 1470
Validation prc-auc = 0.023684
Epoch 1471
Loss = 1.5524e-02, PNorm = 84.4286, GNorm = 0.0366, lr_0 = 9.2683e-04
Loss = 2.0356e-04, PNorm = 84.4304, GNorm = 0.0093, lr_0 = 9.2681e-04
Validation prc-auc = 0.023881
Epoch 1472
Validation prc-auc = 0.024031
Epoch 1473
Validation prc-auc = 0.023503
Epoch 1474
Validation prc-auc = 0.023378
Epoch 1475
Validation prc-auc = 0.023318
Epoch 1476
Loss = 6.9075e-03, PNorm = 84.4512, GNorm = 0.3803, lr_0 = 9.2660e-04
Validation prc-auc = 0.023245
Epoch 1477
Validation prc-auc = 0.023282
Epoch 1478
Validation prc-auc = 0.022746
Epoch 1479
Validation prc-auc = 0.022649
Epoch 1480
Validation prc-auc = 0.022492
Epoch 1481
Loss = 2.1390e-02, PNorm = 84.4820, GNorm = 0.6084, lr_0 = 9.2635e-04
Validation prc-auc = 0.022706
Epoch 1482
Validation prc-auc = 0.022828
Epoch 1483
Validation prc-auc = 0.023598
Epoch 1484
Validation prc-auc = 0.024057
Epoch 1485
Loss = 1.8527e-01, PNorm = 84.5080, GNorm = 0.0056, lr_0 = 9.2614e-04
Loss = 2.5793e-03, PNorm = 84.5099, GNorm = 0.0978, lr_0 = 9.2612e-04
Validation prc-auc = 0.025155
Epoch 1486
Validation prc-auc = 0.025586
Epoch 1487
Validation prc-auc = 0.025167
Epoch 1488
Validation prc-auc = 0.025800
Epoch 1489
Validation prc-auc = 0.026561
Epoch 1490
Loss = 4.9606e-03, PNorm = 84.5435, GNorm = 0.0523, lr_0 = 9.2589e-04
Loss = 1.3058e-02, PNorm = 84.5471, GNorm = 0.6617, lr_0 = 9.2587e-04
Validation prc-auc = 0.026430
Epoch 1491
Validation prc-auc = 0.025806
Epoch 1492
Validation prc-auc = 0.025149
Epoch 1493
Validation prc-auc = 0.024908
Epoch 1494
Validation prc-auc = 0.024575
Epoch 1495
Loss = 2.4115e-02, PNorm = 84.6365, GNorm = 0.6352, lr_0 = 9.2566e-04
Validation prc-auc = 0.024938
Epoch 1496
Validation prc-auc = 0.026688
Epoch 1497
Validation prc-auc = 0.028457
Epoch 1498
Validation prc-auc = 0.028938
Epoch 1499
Loss = 8.4306e-03, PNorm = 84.8836, GNorm = 0.0103, lr_0 = 9.2543e-04
Validation prc-auc = 0.028937
Epoch 1500
Validation prc-auc = 0.028981
Epoch 1501
Validation prc-auc = 0.028274
Epoch 1502
Validation prc-auc = 0.029609
Epoch 1503
Validation prc-auc = 0.031378
Epoch 1504
Loss = 6.3014e-02, PNorm = 85.0791, GNorm = 0.7313, lr_0 = 9.2520e-04
Loss = 4.1761e-05, PNorm = 85.0882, GNorm = 0.0023, lr_0 = 9.2518e-04
Validation prc-auc = 0.031132
Epoch 1505
Validation prc-auc = 0.031386
Epoch 1506
Validation prc-auc = 0.031976
Epoch 1507
Validation prc-auc = 0.032610
Epoch 1508
Validation prc-auc = 0.033063
Epoch 1509
Loss = 1.4457e-02, PNorm = 85.1670, GNorm = 0.5607, lr_0 = 9.2497e-04
Validation prc-auc = 0.033094
Epoch 1510
Validation prc-auc = 0.033400
Epoch 1511
Validation prc-auc = 0.033393
Epoch 1512
Validation prc-auc = 0.033030
Epoch 1513
Validation prc-auc = 0.033749
Epoch 1514
Loss = 4.8131e-03, PNorm = 85.2144, GNorm = 0.2187, lr_0 = 9.2472e-04
Validation prc-auc = 0.033868
Epoch 1515
Validation prc-auc = 0.033789
Epoch 1516
Validation prc-auc = 0.035123
Epoch 1517
Validation prc-auc = 0.035231
Epoch 1518
Loss = 5.3710e-03, PNorm = 85.2504, GNorm = 0.2132, lr_0 = 9.2451e-04
Loss = 2.9310e-03, PNorm = 85.2526, GNorm = 0.2079, lr_0 = 9.2449e-04
Validation prc-auc = 0.035077
Epoch 1519
Validation prc-auc = 0.034567
Epoch 1520
Validation prc-auc = 0.034644
Epoch 1521
Validation prc-auc = 0.034226
Epoch 1522
Validation prc-auc = 0.034370
Epoch 1523
Loss = 5.5076e-02, PNorm = 85.2785, GNorm = 1.7650, lr_0 = 9.2427e-04
Loss = 4.2769e-04, PNorm = 85.2831, GNorm = 0.0226, lr_0 = 9.2425e-04
Validation prc-auc = 0.033771
Epoch 1524
Validation prc-auc = 0.031799
Epoch 1525
Validation prc-auc = 0.029830
Epoch 1526
Validation prc-auc = 0.028736
Epoch 1527
Validation prc-auc = 0.028312
Epoch 1528
Loss = 5.2594e-03, PNorm = 85.3605, GNorm = 0.1497, lr_0 = 9.2404e-04
Validation prc-auc = 0.028030
Epoch 1529
Validation prc-auc = 0.027827
Epoch 1530
Validation prc-auc = 0.027725
Epoch 1531
Validation prc-auc = 0.027511
Epoch 1532
Validation prc-auc = 0.026590
Epoch 1533
Loss = 7.6014e-03, PNorm = 85.4075, GNorm = 0.3204, lr_0 = 9.2379e-04
Validation prc-auc = 0.026179
Epoch 1534
Validation prc-auc = 0.024940
Epoch 1535
Validation prc-auc = 0.024763
Epoch 1536
Validation prc-auc = 0.024469
Epoch 1537
Loss = 3.6328e-03, PNorm = 85.4272, GNorm = 0.0465, lr_0 = 9.2358e-04
Loss = 1.6222e-03, PNorm = 85.4282, GNorm = 0.0680, lr_0 = 9.2356e-04
Validation prc-auc = 0.024362
Epoch 1538
Validation prc-auc = 0.024358
Epoch 1539
Validation prc-auc = 0.024662
Epoch 1540
Validation prc-auc = 0.025053
Epoch 1541
Validation prc-auc = 0.025376
Epoch 1542
Loss = 3.4092e-02, PNorm = 85.4367, GNorm = 2.2984, lr_0 = 9.2335e-04
Validation prc-auc = 0.025599
Epoch 1543
Validation prc-auc = 0.026817
Epoch 1544
Validation prc-auc = 0.025894
Epoch 1545
Validation prc-auc = 0.025347
Epoch 1546
Validation prc-auc = 0.026663
Epoch 1547
Loss = 9.5905e-03, PNorm = 85.5069, GNorm = 0.8705, lr_0 = 9.2310e-04
Validation prc-auc = 0.027927
Epoch 1548
Validation prc-auc = 0.028570
Epoch 1549
Validation prc-auc = 0.029292
Epoch 1550
Validation prc-auc = 0.028443
Epoch 1551
Loss = 1.0024e-02, PNorm = 85.5737, GNorm = 0.3037, lr_0 = 9.2289e-04
Loss = 1.9121e-02, PNorm = 85.5784, GNorm = 1.3494, lr_0 = 9.2287e-04
Validation prc-auc = 0.027362
Epoch 1552
Validation prc-auc = 0.026799
Epoch 1553
Validation prc-auc = 0.026442
Epoch 1554
Validation prc-auc = 0.026277
Epoch 1555
Validation prc-auc = 0.026085
Epoch 1556
Loss = 5.2524e-03, PNorm = 85.6280, GNorm = 0.3289, lr_0 = 9.2264e-04
Loss = 3.5977e-03, PNorm = 85.6305, GNorm = 0.1202, lr_0 = 9.2263e-04
Validation prc-auc = 0.025957
Epoch 1557
Validation prc-auc = 0.025834
Epoch 1558
Validation prc-auc = 0.025658
Epoch 1559
Validation prc-auc = 0.025374
Epoch 1560
Validation prc-auc = 0.025287
Epoch 1561
Loss = 1.9502e-01, PNorm = 85.6554, GNorm = 1.3899, lr_0 = 9.2242e-04
Validation prc-auc = 0.025876
Epoch 1562
Validation prc-auc = 0.026878
Epoch 1563
Validation prc-auc = 0.027403
Epoch 1564
Validation prc-auc = 0.027371
Epoch 1565
Validation prc-auc = 0.027452
Epoch 1566
Loss = 5.0119e-03, PNorm = 85.6823, GNorm = 0.1521, lr_0 = 9.2217e-04
Validation prc-auc = 0.027503
Epoch 1567
Validation prc-auc = 0.027973
Epoch 1568
Validation prc-auc = 0.027544
Epoch 1569
Validation prc-auc = 0.026965
Epoch 1570
Loss = 2.7462e-03, PNorm = 85.6990, GNorm = 0.0950, lr_0 = 9.2196e-04
Loss = 1.0575e-03, PNorm = 85.7006, GNorm = 0.0504, lr_0 = 9.2194e-04
Validation prc-auc = 0.026736
Epoch 1571
Validation prc-auc = 0.026500
Epoch 1572
Validation prc-auc = 0.026537
Epoch 1573
Validation prc-auc = 0.026771
Epoch 1574
Validation prc-auc = 0.027112
Epoch 1575
Loss = 1.7811e-03, PNorm = 85.7342, GNorm = 0.0459, lr_0 = 9.2173e-04
Validation prc-auc = 0.027323
Epoch 1576
Validation prc-auc = 0.027486
Epoch 1577
Validation prc-auc = 0.027857
Epoch 1578
Validation prc-auc = 0.027340
Epoch 1579
Validation prc-auc = 0.026377
Epoch 1580
Loss = 5.7342e-02, PNorm = 85.7752, GNorm = 3.2509, lr_0 = 9.2148e-04
Validation prc-auc = 0.026502
Epoch 1581
Validation prc-auc = 0.026936
Epoch 1582
Validation prc-auc = 0.026818
Epoch 1583
Validation prc-auc = 0.027308
Epoch 1584
Loss = 1.0005e-02, PNorm = 85.8059, GNorm = 0.5268, lr_0 = 9.2127e-04
Loss = 1.8615e-03, PNorm = 85.8081, GNorm = 0.1608, lr_0 = 9.2125e-04
Validation prc-auc = 0.027193
Epoch 1585
Validation prc-auc = 0.027219
Epoch 1586
Validation prc-auc = 0.027179
Epoch 1587
Validation prc-auc = 0.027110
Epoch 1588
Validation prc-auc = 0.027092
Epoch 1589
Loss = 1.2006e-02, PNorm = 85.8283, GNorm = 0.0937, lr_0 = 9.2103e-04
Loss = 9.8346e-06, PNorm = 85.8298, GNorm = 0.0005, lr_0 = 9.2101e-04
Validation prc-auc = 0.027062
Epoch 1590
Validation prc-auc = 0.026961
Epoch 1591
Validation prc-auc = 0.026916
Epoch 1592
Validation prc-auc = 0.026966
Epoch 1593
Validation prc-auc = 0.026686
Epoch 1594
Loss = 2.1793e-02, PNorm = 85.8523, GNorm = 0.7279, lr_0 = 9.2080e-04
Validation prc-auc = 0.026657
Epoch 1595
Validation prc-auc = 0.026483
Epoch 1596
Validation prc-auc = 0.026636
Epoch 1597
Validation prc-auc = 0.026058
Epoch 1598
Validation prc-auc = 0.026248
Epoch 1599
Loss = 5.7206e-02, PNorm = 85.8871, GNorm = 1.7736, lr_0 = 9.2055e-04
Validation prc-auc = 0.026777
Epoch 1600
Validation prc-auc = 0.029582
Epoch 1601
Validation prc-auc = 0.031362
Epoch 1602
Validation prc-auc = 0.031584
Epoch 1603
Loss = 1.2782e-01, PNorm = 86.0149, GNorm = 2.8087, lr_0 = 9.2034e-04
Loss = 1.7464e-05, PNorm = 86.0271, GNorm = 0.0008, lr_0 = 9.2032e-04
Validation prc-auc = 0.026649
Epoch 1604
Validation prc-auc = 0.025744
Epoch 1605
Validation prc-auc = 0.026018
Epoch 1606
Validation prc-auc = 0.026454
Epoch 1607
Validation prc-auc = 0.026924
Epoch 1608
Loss = 5.8638e-02, PNorm = 86.1796, GNorm = 0.0521, lr_0 = 9.2010e-04
Validation prc-auc = 0.026627
Epoch 1609
Validation prc-auc = 0.026705
Epoch 1610
Validation prc-auc = 0.025797
Epoch 1611
Validation prc-auc = 0.025647
Epoch 1612
Validation prc-auc = 0.025099
Epoch 1613
Loss = 3.4491e-03, PNorm = 86.2784, GNorm = 0.1082, lr_0 = 9.1987e-04
Validation prc-auc = 0.024404
Epoch 1614
Validation prc-auc = 0.024955
Epoch 1615
Validation prc-auc = 0.025310
Epoch 1616
Validation prc-auc = 0.025316
Epoch 1617
Loss = 8.4883e-04, PNorm = 86.3668, GNorm = 0.0165, lr_0 = 9.1966e-04
Loss = 5.2812e-01, PNorm = 86.3769, GNorm = 8.2010, lr_0 = 9.1964e-04
Validation prc-auc = 0.025998
Epoch 1618
Validation prc-auc = 0.025545
Epoch 1619
Validation prc-auc = 0.025814
Epoch 1620
Validation prc-auc = 0.027480
Epoch 1621
Validation prc-auc = 0.029260
Epoch 1622
Loss = 9.2654e-03, PNorm = 86.5348, GNorm = 0.1132, lr_0 = 9.1941e-04
Loss = 1.3788e-02, PNorm = 86.5440, GNorm = 0.6953, lr_0 = 9.1939e-04
Validation prc-auc = 0.030037
Epoch 1623
Validation prc-auc = 0.030450
Epoch 1624
Validation prc-auc = 0.030540
Epoch 1625
Validation prc-auc = 0.029933
Epoch 1626
Validation prc-auc = 0.029125
Epoch 1627
Loss = 1.1769e-01, PNorm = 86.6487, GNorm = 2.5459, lr_0 = 9.1918e-04
Validation prc-auc = 0.027069
Epoch 1628
Validation prc-auc = 0.024908
Epoch 1629
Validation prc-auc = 0.023524
Epoch 1630
Validation prc-auc = 0.022713
Epoch 1631
Validation prc-auc = 0.021704
Epoch 1632
Loss = 2.7833e-02, PNorm = 86.7916, GNorm = 0.7298, lr_0 = 9.1894e-04
Validation prc-auc = 0.020853
Epoch 1633
Validation prc-auc = 0.022003
Epoch 1634
Validation prc-auc = 0.024649
Epoch 1635
Validation prc-auc = 0.026085
Epoch 1636
Loss = 5.7317e-02, PNorm = 86.8926, GNorm = 1.0829, lr_0 = 9.1873e-04
Loss = 1.1020e-04, PNorm = 86.9024, GNorm = 0.0032, lr_0 = 9.1871e-04
Validation prc-auc = 0.026586
Epoch 1637
Validation prc-auc = 0.026670
Epoch 1638
Validation prc-auc = 0.026073
Epoch 1639
Validation prc-auc = 0.025120
Epoch 1640
Validation prc-auc = 0.025425
Epoch 1641
Loss = 2.2246e-02, PNorm = 87.0897, GNorm = 0.2905, lr_0 = 9.1848e-04
Validation prc-auc = 0.025729
Epoch 1642
Validation prc-auc = 0.026537
Epoch 1643
Validation prc-auc = 0.026529
Epoch 1644
Validation prc-auc = 0.028621
Epoch 1645
Validation prc-auc = 0.026310
Epoch 1646
Loss = 2.8063e-02, PNorm = 87.2072, GNorm = 1.2295, lr_0 = 9.1825e-04
Validation prc-auc = 0.025591
Epoch 1647
Validation prc-auc = 0.027152
Epoch 1648
Validation prc-auc = 0.026704
Epoch 1649
Validation prc-auc = 0.028367
Epoch 1650
Loss = 2.0934e-03, PNorm = 87.2974, GNorm = 0.0510, lr_0 = 9.1804e-04
Loss = 1.9212e-05, PNorm = 87.3026, GNorm = 0.0007, lr_0 = 9.1803e-04
Validation prc-auc = 0.030844
Epoch 1651
Validation prc-auc = 0.031712
Epoch 1652
Validation prc-auc = 0.033067
Epoch 1653
Validation prc-auc = 0.032809
Epoch 1654
Validation prc-auc = 0.031095
Epoch 1655
Loss = 2.4528e-03, PNorm = 87.3583, GNorm = 0.0332, lr_0 = 9.1780e-04
Loss = 4.6486e-03, PNorm = 87.3631, GNorm = 0.1441, lr_0 = 9.1778e-04
Validation prc-auc = 0.028648
Epoch 1656
Validation prc-auc = 0.026805
Epoch 1657
Validation prc-auc = 0.025460
Epoch 1658
Validation prc-auc = 0.024630
Epoch 1659
Validation prc-auc = 0.024361
Epoch 1660
Loss = 1.8053e-03, PNorm = 87.4227, GNorm = 0.0428, lr_0 = 9.1757e-04
Validation prc-auc = 0.024398
Epoch 1661
Validation prc-auc = 0.024204
Epoch 1662
Validation prc-auc = 0.024085
Epoch 1663
Validation prc-auc = 0.024658
Epoch 1664
Validation prc-auc = 0.024079
Epoch 1665
Loss = 1.0573e-03, PNorm = 87.4640, GNorm = 0.0268, lr_0 = 9.1733e-04
Validation prc-auc = 0.023939
Epoch 1666
Validation prc-auc = 0.023727
Epoch 1667
Validation prc-auc = 0.023597
Epoch 1668
Validation prc-auc = 0.023591
Epoch 1669
Loss = 8.8944e-02, PNorm = 87.4990, GNorm = 1.9669, lr_0 = 9.1712e-04
Loss = 1.8263e-03, PNorm = 87.5013, GNorm = 0.0634, lr_0 = 9.1710e-04
Validation prc-auc = 0.023061
Epoch 1670
Validation prc-auc = 0.022765
Epoch 1671
Validation prc-auc = 0.022511
Epoch 1672
Validation prc-auc = 0.022324
Epoch 1673
Validation prc-auc = 0.021601
Epoch 1674
Loss = 2.0836e-02, PNorm = 87.5428, GNorm = 1.9351, lr_0 = 9.1687e-04
Validation prc-auc = 0.021639
Epoch 1675
Validation prc-auc = 0.023130
Epoch 1676
Validation prc-auc = 0.024517
Epoch 1677
Validation prc-auc = 0.025174
Epoch 1678
Validation prc-auc = 0.025704
Epoch 1679
Loss = 7.9341e-04, PNorm = 87.6085, GNorm = 0.0149, lr_0 = 9.1664e-04
Validation prc-auc = 0.025820
Epoch 1680
Validation prc-auc = 0.025004
Epoch 1681
Validation prc-auc = 0.023403
Epoch 1682
Validation prc-auc = 0.022931
Epoch 1683
Loss = 2.3317e-02, PNorm = 87.6831, GNorm = 0.1537, lr_0 = 9.1642e-04
Validation prc-auc = 0.022571
Epoch 1684
Validation prc-auc = 0.022417
Epoch 1685
Validation prc-auc = 0.022294
Epoch 1686
Validation prc-auc = 0.022198
Epoch 1687
Validation prc-auc = 0.021949
Epoch 1688
Loss = 5.1326e-03, PNorm = 87.7338, GNorm = 0.1660, lr_0 = 9.1619e-04
Loss = 1.1056e-03, PNorm = 87.7356, GNorm = 0.0558, lr_0 = 9.1617e-04
Validation prc-auc = 0.021654
Epoch 1689
Validation prc-auc = 0.021690
Epoch 1690
Validation prc-auc = 0.021651
Epoch 1691
Validation prc-auc = 0.021592
Epoch 1692
Validation prc-auc = 0.021480
Epoch 1693
Loss = 6.7821e-03, PNorm = 87.7586, GNorm = 0.2365, lr_0 = 9.1596e-04
Validation prc-auc = 0.021425
Epoch 1694
Validation prc-auc = 0.021268
Epoch 1695
Validation prc-auc = 0.021167
Epoch 1696
Validation prc-auc = 0.021058
Epoch 1697
Validation prc-auc = 0.020971
Epoch 1698
Loss = 2.3154e-03, PNorm = 87.7767, GNorm = 0.0680, lr_0 = 9.1572e-04
Validation prc-auc = 0.020960
Epoch 1699
Validation prc-auc = 0.021037
Epoch 1700
Validation prc-auc = 0.021068
Epoch 1701
Validation prc-auc = 0.021448
Epoch 1702
Loss = 4.1320e-03, PNorm = 87.7860, GNorm = 0.0503, lr_0 = 9.1551e-04
Loss = 4.1119e-04, PNorm = 87.7870, GNorm = 0.0223, lr_0 = 9.1549e-04
Validation prc-auc = 0.021493
Epoch 1703
Validation prc-auc = 0.021356
Epoch 1704
Validation prc-auc = 0.021202
Epoch 1705
Validation prc-auc = 0.021194
Epoch 1706
Validation prc-auc = 0.021755
Epoch 1707
Loss = 1.2290e-03, PNorm = 87.8215, GNorm = 0.0502, lr_0 = 9.1526e-04
Loss = 1.1305e-05, PNorm = 87.8247, GNorm = 0.0005, lr_0 = 9.1525e-04
Validation prc-auc = 0.022221
Epoch 1708
Validation prc-auc = 0.022501
Epoch 1709
Validation prc-auc = 0.022523
Epoch 1710
Validation prc-auc = 0.022522
Epoch 1711
Validation prc-auc = 0.022581
Epoch 1712
Loss = 5.7357e-04, PNorm = 87.8604, GNorm = 0.0170, lr_0 = 9.1504e-04
Validation prc-auc = 0.022481
Epoch 1713
Validation prc-auc = 0.022421
Epoch 1714
Validation prc-auc = 0.022235
Epoch 1715
Validation prc-auc = 0.022265
Epoch 1716
Loss = 2.0145e-03, PNorm = 87.8850, GNorm = 0.0140, lr_0 = 9.1481e-04
Validation prc-auc = 0.022424
Epoch 1717
Validation prc-auc = 0.022399
Epoch 1718
Validation prc-auc = 0.022537
Epoch 1719
Validation prc-auc = 0.022928
Epoch 1720
Validation prc-auc = 0.023449
Epoch 1721
Loss = 4.1705e-04, PNorm = 87.9019, GNorm = 0.0156, lr_0 = 9.1458e-04
Loss = 1.7682e-03, PNorm = 87.9035, GNorm = 0.0770, lr_0 = 9.1457e-04
Validation prc-auc = 0.023765
Epoch 1722
Validation prc-auc = 0.023996
Epoch 1723
Validation prc-auc = 0.024249
Epoch 1724
Validation prc-auc = 0.024368
Epoch 1725
Validation prc-auc = 0.024227
Epoch 1726
Loss = 1.2379e-03, PNorm = 87.9215, GNorm = 0.0494, lr_0 = 9.1436e-04
Validation prc-auc = 0.024113
Epoch 1727
Validation prc-auc = 0.023930
Epoch 1728
Validation prc-auc = 0.023957
Epoch 1729
Validation prc-auc = 0.024494
Epoch 1730
Validation prc-auc = 0.023853
Epoch 1731
Loss = 8.6131e-02, PNorm = 87.9753, GNorm = 2.7678, lr_0 = 9.1411e-04
Validation prc-auc = 0.024191
Epoch 1732
Validation prc-auc = 0.024787
Epoch 1733
Validation prc-auc = 0.025388
Epoch 1734
Validation prc-auc = 0.025770
Epoch 1735
Loss = 8.7661e-03, PNorm = 88.1766, GNorm = 0.1438, lr_0 = 9.1390e-04
Loss = 3.7639e-03, PNorm = 88.1885, GNorm = 0.0860, lr_0 = 9.1389e-04
Validation prc-auc = 0.025939
Epoch 1736
Validation prc-auc = 0.026495
Epoch 1737
Validation prc-auc = 0.026799
Epoch 1738
Validation prc-auc = 0.026753
Epoch 1739
Validation prc-auc = 0.026373
Epoch 1740
Loss = 5.0540e-03, PNorm = 88.2914, GNorm = 0.1547, lr_0 = 9.1366e-04
Loss = 1.4288e-02, PNorm = 88.2966, GNorm = 0.5070, lr_0 = 9.1364e-04
Validation prc-auc = 0.026176
Epoch 1741
Validation prc-auc = 0.026255
Epoch 1742
Validation prc-auc = 0.025628
Epoch 1743
Validation prc-auc = 0.025415
Epoch 1744
Validation prc-auc = 0.024963
Epoch 1745
Loss = 1.6490e-02, PNorm = 88.3446, GNorm = 0.4269, lr_0 = 9.1343e-04
Validation prc-auc = 0.024935
Epoch 1746
Validation prc-auc = 0.025261
Epoch 1747
Validation prc-auc = 0.025487
Epoch 1748
Validation prc-auc = 0.025705
Epoch 1749
Loss = 2.9042e-02, PNorm = 88.3818, GNorm = 0.1196, lr_0 = 9.1320e-04
Validation prc-auc = 0.025448
Epoch 1750
Validation prc-auc = 0.025122
Epoch 1751
Validation prc-auc = 0.024683
Epoch 1752
Validation prc-auc = 0.024492
Epoch 1753
Validation prc-auc = 0.024384
Epoch 1754
Loss = 4.1358e-03, PNorm = 88.4220, GNorm = 0.0329, lr_0 = 9.1298e-04
Loss = 5.7573e-03, PNorm = 88.4247, GNorm = 0.2041, lr_0 = 9.1296e-04
Validation prc-auc = 0.024276
Epoch 1755
Validation prc-auc = 0.024180
Epoch 1756
Validation prc-auc = 0.024186
Epoch 1757
Validation prc-auc = 0.024335
Epoch 1758
Validation prc-auc = 0.024345
Epoch 1759
Loss = 8.0866e-03, PNorm = 88.4488, GNorm = 0.2542, lr_0 = 9.1275e-04
Validation prc-auc = 0.024106
Epoch 1760
Validation prc-auc = 0.023468
Epoch 1761
Validation prc-auc = 0.023079
Epoch 1762
Validation prc-auc = 0.023038
Epoch 1763
Validation prc-auc = 0.023237
Epoch 1764
Loss = 7.8156e-03, PNorm = 88.4683, GNorm = 0.1823, lr_0 = 9.1251e-04
Validation prc-auc = 0.023547
Epoch 1765
Validation prc-auc = 0.022709
Epoch 1766
Validation prc-auc = 0.022455
Epoch 1767
Validation prc-auc = 0.022704
Epoch 1768
Loss = 1.2176e-02, PNorm = 88.5705, GNorm = 0.2844, lr_0 = 9.1230e-04
Loss = 1.1567e-04, PNorm = 88.5801, GNorm = 0.0067, lr_0 = 9.1228e-04
Validation prc-auc = 0.023557
Epoch 1769
Validation prc-auc = 0.023831
Epoch 1770
Validation prc-auc = 0.024330
Epoch 1771
Validation prc-auc = 0.024511
Epoch 1772
Validation prc-auc = 0.024441
Epoch 1773
Loss = 1.6083e-03, PNorm = 88.6774, GNorm = 0.0819, lr_0 = 9.1206e-04
Loss = 5.1657e-07, PNorm = 88.6819, GNorm = 0.0000, lr_0 = 9.1204e-04
Validation prc-auc = 0.023950
Epoch 1774
Validation prc-auc = 0.023689
Epoch 1775
Validation prc-auc = 0.023364
Epoch 1776
Validation prc-auc = 0.022483
Epoch 1777
Validation prc-auc = 0.021407
Epoch 1778
Loss = 3.2487e-03, PNorm = 88.7209, GNorm = 0.1525, lr_0 = 9.1183e-04
Validation prc-auc = 0.020447
Epoch 1779
Validation prc-auc = 0.019870
Epoch 1780
Validation prc-auc = 0.019519
Epoch 1781
Validation prc-auc = 0.019344
Epoch 1782
Validation prc-auc = 0.019284
Epoch 1783
Loss = 1.4962e-03, PNorm = 88.7690, GNorm = 0.0463, lr_0 = 9.1159e-04
Validation prc-auc = 0.019320
Epoch 1784
Validation prc-auc = 0.019403
Epoch 1785
Validation prc-auc = 0.019479
Epoch 1786
Validation prc-auc = 0.019533
Epoch 1787
Loss = 8.6440e-03, PNorm = 88.7907, GNorm = 0.6538, lr_0 = 9.1138e-04
Loss = 2.3916e-04, PNorm = 88.7922, GNorm = 0.0109, lr_0 = 9.1136e-04
Validation prc-auc = 0.019656
Epoch 1788
Validation prc-auc = 0.019961
Epoch 1789
Validation prc-auc = 0.020169
Epoch 1790
Validation prc-auc = 0.020358
Epoch 1791
Validation prc-auc = 0.020400
Epoch 1792
Loss = 2.2689e-04, PNorm = 88.8030, GNorm = 0.0076, lr_0 = 9.1115e-04
Validation prc-auc = 0.020431
Epoch 1793
Validation prc-auc = 0.021057
Epoch 1794
Validation prc-auc = 0.021382
Epoch 1795
Validation prc-auc = 0.021669
Epoch 1796
Validation prc-auc = 0.021749
Epoch 1797
Loss = 5.3882e-03, PNorm = 88.8347, GNorm = 0.1500, lr_0 = 9.1091e-04
Validation prc-auc = 0.021731
Epoch 1798
Validation prc-auc = 0.021871
Epoch 1799
Validation prc-auc = 0.021905
Epoch 1800
Validation prc-auc = 0.021850
Epoch 1801
Loss = 7.0866e-02, PNorm = 88.8789, GNorm = 2.2763, lr_0 = 9.1070e-04
Loss = 2.5787e-05, PNorm = 88.8817, GNorm = 0.0015, lr_0 = 9.1068e-04
Validation prc-auc = 0.021389
Epoch 1802
Validation prc-auc = 0.021565
Epoch 1803
Validation prc-auc = 0.021530
Epoch 1804
Validation prc-auc = 0.021418
Epoch 1805
Validation prc-auc = 0.021596
Epoch 1806
Loss = 9.0891e-03, PNorm = 88.9407, GNorm = 0.5135, lr_0 = 9.1046e-04
Loss = 6.2835e-03, PNorm = 88.9446, GNorm = 0.2607, lr_0 = 9.1044e-04
Validation prc-auc = 0.022190
Epoch 1807
Validation prc-auc = 0.022742
Epoch 1808
Validation prc-auc = 0.022936
Epoch 1809
Validation prc-auc = 0.022845
Epoch 1810
Validation prc-auc = 0.022827
Epoch 1811
Loss = 1.2397e-03, PNorm = 88.9761, GNorm = 0.0962, lr_0 = 9.1023e-04
Validation prc-auc = 0.022869
Epoch 1812
Validation prc-auc = 0.022970
Epoch 1813
Validation prc-auc = 0.023076
Epoch 1814
Validation prc-auc = 0.023271
Epoch 1815
Validation prc-auc = 0.023208
Epoch 1816
Loss = 4.2908e-03, PNorm = 88.9998, GNorm = 0.1547, lr_0 = 9.0999e-04
Validation prc-auc = 0.023305
Epoch 1817
Validation prc-auc = 0.023269
Epoch 1818
Validation prc-auc = 0.023252
Epoch 1819
Validation prc-auc = 0.023123
Epoch 1820
Loss = 1.1732e-03, PNorm = 89.0139, GNorm = 0.0509, lr_0 = 9.0978e-04
Loss = 4.7507e-04, PNorm = 89.0147, GNorm = 0.0199, lr_0 = 9.0976e-04
Validation prc-auc = 0.023175
Epoch 1821
Validation prc-auc = 0.023068
Epoch 1822
Validation prc-auc = 0.023188
Epoch 1823
Validation prc-auc = 0.023088
Epoch 1824
Validation prc-auc = 0.023037
Epoch 1825
Loss = 9.0399e-04, PNorm = 89.0237, GNorm = 0.0339, lr_0 = 9.0955e-04
Validation prc-auc = 0.023054
Epoch 1826
Validation prc-auc = 0.023081
Epoch 1827
Validation prc-auc = 0.023065
Epoch 1828
Validation prc-auc = 0.023046
Epoch 1829
Validation prc-auc = 0.023069
Epoch 1830
Loss = 3.9672e-03, PNorm = 89.0319, GNorm = 0.1309, lr_0 = 9.0931e-04
Validation prc-auc = 0.023188
Epoch 1831
Validation prc-auc = 0.023277
Epoch 1832
Validation prc-auc = 0.022861
Epoch 1833
Validation prc-auc = 0.022345
Epoch 1834
Loss = 8.1672e-04, PNorm = 89.0410, GNorm = 0.0063, lr_0 = 9.0910e-04
Loss = 7.7486e-07, PNorm = 89.0418, GNorm = 0.0000, lr_0 = 9.0909e-04
Validation prc-auc = 0.021980
Epoch 1835
Validation prc-auc = 0.021855
Epoch 1836
Validation prc-auc = 0.021635
Epoch 1837
Validation prc-auc = 0.021599
Epoch 1838
Validation prc-auc = 0.021462
Epoch 1839
Loss = 1.7923e-03, PNorm = 89.0523, GNorm = 0.0186, lr_0 = 9.0886e-04
Loss = 9.7108e-03, PNorm = 89.0530, GNorm = 0.5823, lr_0 = 9.0884e-04
Validation prc-auc = 0.021454
Epoch 1840
Validation prc-auc = 0.021460
Epoch 1841
Validation prc-auc = 0.021600
Epoch 1842
Validation prc-auc = 0.021629
Epoch 1843
Validation prc-auc = 0.021713
Epoch 1844
Loss = 2.6058e-04, PNorm = 89.0612, GNorm = 0.0083, lr_0 = 9.0863e-04
Validation prc-auc = 0.021884
Epoch 1845
Validation prc-auc = 0.021968
Epoch 1846
Validation prc-auc = 0.022014
Epoch 1847
Validation prc-auc = 0.020104
Epoch 1848
Validation prc-auc = 0.018854
Epoch 1849
Loss = 6.2034e-02, PNorm = 89.1018, GNorm = 1.6529, lr_0 = 9.0839e-04
Validation prc-auc = 0.018857
Epoch 1850
Validation prc-auc = 0.020570
Epoch 1851
Validation prc-auc = 0.022724
Epoch 1852
Validation prc-auc = 0.023963
Epoch 1853
Loss = 9.0663e-03, PNorm = 89.3053, GNorm = 0.7769, lr_0 = 9.0818e-04
Loss = 4.3035e-02, PNorm = 89.3193, GNorm = 2.6450, lr_0 = 9.0817e-04
Validation prc-auc = 0.024542
Epoch 1854
Validation prc-auc = 0.024308
Epoch 1855
Validation prc-auc = 0.023890
Epoch 1856
Validation prc-auc = 0.023705
Epoch 1857
Validation prc-auc = 0.024892
Epoch 1858
Loss = 8.5627e-03, PNorm = 89.4642, GNorm = 0.3696, lr_0 = 9.0794e-04
Validation prc-auc = 0.024789
Epoch 1859
Validation prc-auc = 0.025304
Epoch 1860
Validation prc-auc = 0.026383
Epoch 1861
Validation prc-auc = 0.026257
Epoch 1862
Validation prc-auc = 0.026140
Epoch 1863
Loss = 1.0437e-03, PNorm = 89.5621, GNorm = 0.0287, lr_0 = 9.0772e-04
Validation prc-auc = 0.026485
Epoch 1864
Validation prc-auc = 0.024683
Epoch 1865
Validation prc-auc = 0.023519
Epoch 1866
Validation prc-auc = 0.023377
Epoch 1867
Loss = 2.9303e-03, PNorm = 89.5991, GNorm = 0.1026, lr_0 = 9.0751e-04
Loss = 1.9504e-04, PNorm = 89.6015, GNorm = 0.0078, lr_0 = 9.0749e-04
Validation prc-auc = 0.022956
Epoch 1868
Validation prc-auc = 0.021211
Epoch 1869
Validation prc-auc = 0.020635
Epoch 1870
Validation prc-auc = 0.020730
Epoch 1871
Validation prc-auc = 0.020632
Epoch 1872
Loss = 5.7514e-03, PNorm = 89.6683, GNorm = 0.4691, lr_0 = 9.0727e-04
Loss = 1.3907e-05, PNorm = 89.6728, GNorm = 0.0007, lr_0 = 9.0725e-04
Validation prc-auc = 0.020962
Epoch 1873
Validation prc-auc = 0.021027
Epoch 1874
Validation prc-auc = 0.022673
Epoch 1875
Validation prc-auc = 0.025601
Epoch 1876
Validation prc-auc = 0.027001
Epoch 1877
Loss = 2.8205e-02, PNorm = 89.7722, GNorm = 1.0513, lr_0 = 9.0704e-04
Validation prc-auc = 0.027620
Epoch 1878
Validation prc-auc = 0.028175
Epoch 1879
Validation prc-auc = 0.028314
Epoch 1880
Validation prc-auc = 0.030661
Epoch 1881
Validation prc-auc = 0.032341
Epoch 1882
Loss = 1.2242e-03, PNorm = 89.8958, GNorm = 0.0536, lr_0 = 9.0680e-04
Validation prc-auc = 0.033471
Epoch 1883
Validation prc-auc = 0.032316
Epoch 1884
Validation prc-auc = 0.032666
Epoch 1885
Validation prc-auc = 0.033725
Epoch 1886
Loss = 9.1327e-03, PNorm = 89.9496, GNorm = 0.8573, lr_0 = 9.0659e-04
Loss = 4.3925e-05, PNorm = 89.9529, GNorm = 0.0025, lr_0 = 9.0657e-04
Validation prc-auc = 0.033917
Epoch 1887
Validation prc-auc = 0.033735
Epoch 1888
Validation prc-auc = 0.033783
Epoch 1889
Validation prc-auc = 0.034005
Epoch 1890
Validation prc-auc = 0.034112
Epoch 1891
Loss = 1.5460e-03, PNorm = 89.9838, GNorm = 0.1962, lr_0 = 9.0635e-04
Validation prc-auc = 0.034453
Epoch 1892
Validation prc-auc = 0.036175
Epoch 1893
Validation prc-auc = 0.037125
Epoch 1894
Validation prc-auc = 0.036674
Epoch 1895
Validation prc-auc = 0.036113
Epoch 1896
Loss = 1.5005e-01, PNorm = 90.0129, GNorm = 1.0085, lr_0 = 9.0612e-04
Validation prc-auc = 0.035149
Epoch 1897
Validation prc-auc = 0.035328
Epoch 1898
Validation prc-auc = 0.035456
Epoch 1899
Validation prc-auc = 0.035686
Epoch 1900
Loss = 1.4789e-01, PNorm = 90.0391, GNorm = 1.3578, lr_0 = 9.0592e-04
Loss = 3.0754e-05, PNorm = 90.0409, GNorm = 0.0014, lr_0 = 9.0590e-04
Validation prc-auc = 0.034776
Epoch 1901
Validation prc-auc = 0.033198
Epoch 1902
Validation prc-auc = 0.030146
Epoch 1903
Validation prc-auc = 0.028037
Epoch 1904
Validation prc-auc = 0.026377
Epoch 1905
Loss = 7.5052e-03, PNorm = 90.0836, GNorm = 0.9851, lr_0 = 9.0567e-04
Loss = 1.2783e-02, PNorm = 90.0885, GNorm = 1.1572, lr_0 = 9.0566e-04
Validation prc-auc = 0.026343
Epoch 1906
Validation prc-auc = 0.027287
Epoch 1907
Validation prc-auc = 0.027940
Epoch 1908
Validation prc-auc = 0.028532
Epoch 1909
Validation prc-auc = 0.028264
Epoch 1910
Loss = 4.7594e-04, PNorm = 90.1478, GNorm = 0.0154, lr_0 = 9.0545e-04
Validation prc-auc = 0.027604
Epoch 1911
Validation prc-auc = 0.027371
Epoch 1912
Validation prc-auc = 0.027008
Epoch 1913
Validation prc-auc = 0.026686
Epoch 1914
Validation prc-auc = 0.024977
Epoch 1915
Loss = 1.3959e-03, PNorm = 90.2060, GNorm = 0.0996, lr_0 = 9.0521e-04
Validation prc-auc = 0.023681
Epoch 1916
Validation prc-auc = 0.023166
Epoch 1917
Validation prc-auc = 0.024403
Epoch 1918
Validation prc-auc = 0.027219
Epoch 1919
Loss = 1.6502e-03, PNorm = 90.2454, GNorm = 0.0074, lr_0 = 9.0500e-04
Loss = 1.0331e-06, PNorm = 90.2483, GNorm = 0.0001, lr_0 = 9.0498e-04
Validation prc-auc = 0.028593
Epoch 1920
Validation prc-auc = 0.029092
Epoch 1921
Validation prc-auc = 0.029707
Epoch 1922
Validation prc-auc = 0.028500
Epoch 1923
Validation prc-auc = 0.028077
Epoch 1924
Loss = 9.5502e-03, PNorm = 90.2968, GNorm = 0.0870, lr_0 = 9.0476e-04
Validation prc-auc = 0.026696
Epoch 1925
Validation prc-auc = 0.025731
Epoch 1926
Validation prc-auc = 0.024970
Epoch 1927
Validation prc-auc = 0.024991
Epoch 1928
Validation prc-auc = 0.035046
Epoch 1929
Loss = 8.9960e-05, PNorm = 90.3515, GNorm = 0.0039, lr_0 = 9.0454e-04
Validation prc-auc = 0.039465
Epoch 1930
Validation prc-auc = 0.069900
Epoch 1931
Validation prc-auc = 0.070827
Epoch 1932
Validation prc-auc = 0.070921
Epoch 1933
Loss = 6.3032e-02, PNorm = 90.4088, GNorm = 0.0080, lr_0 = 9.0431e-04
Validation prc-auc = 0.074604
Epoch 1934
Validation prc-auc = 0.076811
Epoch 1935
Validation prc-auc = 0.080660
Epoch 1936
Validation prc-auc = 0.087265
Epoch 1937
Validation prc-auc = 0.065846
Epoch 1938
Loss = 2.7941e-02, PNorm = 90.6713, GNorm = 0.9982, lr_0 = 9.0409e-04
Loss = 1.0517e-01, PNorm = 90.7012, GNorm = 4.4914, lr_0 = 9.0407e-04
Validation prc-auc = 0.055029
Epoch 1939
Validation prc-auc = 0.053446
Epoch 1940
Validation prc-auc = 0.053572
Epoch 1941
Validation prc-auc = 0.054211
Epoch 1942
Validation prc-auc = 0.050516
Epoch 1943
Loss = 1.8532e-03, PNorm = 91.0977, GNorm = 0.0527, lr_0 = 9.0386e-04
Validation prc-auc = 0.039264
Epoch 1944
Validation prc-auc = 0.035880
Epoch 1945
Validation prc-auc = 0.032701
Epoch 1946
Validation prc-auc = 0.032386
Epoch 1947
Validation prc-auc = 0.029783
Epoch 1948
Loss = 8.2243e-02, PNorm = 91.4245, GNorm = 1.8375, lr_0 = 9.0362e-04
Validation prc-auc = 0.029021
Epoch 1949
Validation prc-auc = 0.028931
Epoch 1950
Validation prc-auc = 0.034872
Epoch 1951
Validation prc-auc = 0.038153
Epoch 1952
Loss = 8.1526e-02, PNorm = 91.9158, GNorm = 1.4376, lr_0 = 9.0341e-04
Loss = 8.1420e-03, PNorm = 91.9528, GNorm = 0.6707, lr_0 = 9.0340e-04
Validation prc-auc = 0.068039
Epoch 1953
Validation prc-auc = 0.035809
Epoch 1954
Validation prc-auc = 0.029434
Epoch 1955
Validation prc-auc = 0.028287
Epoch 1956
Validation prc-auc = 0.026978
Epoch 1957
Loss = 1.6433e-02, PNorm = 92.3706, GNorm = 0.2573, lr_0 = 9.0317e-04
Loss = 5.0279e-05, PNorm = 92.3957, GNorm = 0.0026, lr_0 = 9.0316e-04
Validation prc-auc = 0.029730
Epoch 1958
Validation prc-auc = 0.029737
Epoch 1959
Validation prc-auc = 0.028876
Epoch 1960
Validation prc-auc = 0.026312
Epoch 1961
Validation prc-auc = 0.024903
Epoch 1962
Loss = 6.4181e-02, PNorm = 92.6863, GNorm = 1.3922, lr_0 = 9.0295e-04
Validation prc-auc = 0.025522
Epoch 1963
Validation prc-auc = 0.026494
Epoch 1964
Validation prc-auc = 0.026920
Epoch 1965
Validation prc-auc = 0.026783
Epoch 1966
Loss = 5.8630e-02, PNorm = 93.0662, GNorm = 0.0283, lr_0 = 9.0273e-04
Validation prc-auc = 0.023607
Epoch 1967
Validation prc-auc = 0.021602
Epoch 1968
Validation prc-auc = 0.023346
Epoch 1969
Validation prc-auc = 0.028684
Epoch 1970
Validation prc-auc = 0.032167
Epoch 1971
Loss = 9.7253e-02, PNorm = 93.5195, GNorm = 2.4357, lr_0 = 9.0250e-04
Loss = 3.2412e-03, PNorm = 93.5508, GNorm = 0.1343, lr_0 = 9.0249e-04
Validation prc-auc = 0.032349
Epoch 1972
Validation prc-auc = 0.024329
Epoch 1973
Validation prc-auc = 0.021959
Epoch 1974
Validation prc-auc = 0.022481
Epoch 1975
Validation prc-auc = 0.022808
Epoch 1976
Loss = 3.6344e-02, PNorm = 93.9304, GNorm = 0.9951, lr_0 = 9.0228e-04
Validation prc-auc = 0.022801
Epoch 1977
Validation prc-auc = 0.023070
Epoch 1978
Validation prc-auc = 0.023612
Epoch 1979
Validation prc-auc = 0.023478
Epoch 1980
Validation prc-auc = 0.022841
Epoch 1981
Loss = 2.0735e-03, PNorm = 94.1819, GNorm = 0.0629, lr_0 = 9.0204e-04
Validation prc-auc = 0.022255
Epoch 1982
Validation prc-auc = 0.021886
Epoch 1983
Validation prc-auc = 0.021552
Epoch 1984
Validation prc-auc = 0.020989
Epoch 1985
Loss = 1.0050e-02, PNorm = 94.2834, GNorm = 0.3684, lr_0 = 9.0183e-04
Loss = 3.5812e-01, PNorm = 94.2880, GNorm = 9.0784, lr_0 = 9.0181e-04
Validation prc-auc = 0.020364
Epoch 1986
Validation prc-auc = 0.019092
Epoch 1987
Validation prc-auc = 0.018154
Epoch 1988
Validation prc-auc = 0.017583
Epoch 1989
Validation prc-auc = 0.017844
Epoch 1990
Loss = 1.3784e-02, PNorm = 94.4715, GNorm = 0.8532, lr_0 = 9.0159e-04
Loss = 1.6149e-02, PNorm = 94.4876, GNorm = 0.7908, lr_0 = 9.0157e-04
Validation prc-auc = 0.018420
Epoch 1991
Validation prc-auc = 0.019268
Epoch 1992
Validation prc-auc = 0.019960
Epoch 1993
Validation prc-auc = 0.020501
Epoch 1994
Validation prc-auc = 0.020750
Epoch 1995
Loss = 1.1933e-02, PNorm = 94.6449, GNorm = 0.5842, lr_0 = 9.0137e-04
Validation prc-auc = 0.020542
Epoch 1996
Validation prc-auc = 0.020348
Epoch 1997
Validation prc-auc = 0.020380
Epoch 1998
Validation prc-auc = 0.020486
Epoch 1999
Loss = 2.3005e-02, PNorm = 94.7563, GNorm = 0.0111, lr_0 = 9.0114e-04
Validation prc-auc = 0.020956
Model 0 best validation prc-auc = 0.087265 on epoch 1936
Loading pretrained parameter "encoder.encoder.0.cached_zero_vector".
Loading pretrained parameter "encoder.encoder.0.W_i.weight".
Loading pretrained parameter "encoder.encoder.0.W_h.weight".
Loading pretrained parameter "encoder.encoder.0.W_o.weight".
Loading pretrained parameter "encoder.encoder.0.W_o.bias".
Loading pretrained parameter "ffn.1.weight".
Loading pretrained parameter "ffn.1.bias".
Moving model to cuda
Model 0 test prc-auc = 0.042709
Ensemble test prc-auc = 0.042709
Fold 9
Splitting data with seed 9
Class sizes
sars_cov_two_active 0: 98.39%, 1: 1.61%
Total size = 3,294 | train size = 3,294 | val size = 1,096 | test size = 1,086
With class_balance, effective train size = 106
Building model 0
MoleculeModel(
  (sigmoid): Sigmoid()
  (encoder): MPN(
    (encoder): ModuleList(
      (0): MPNEncoder(
        (dropout_layer): Dropout(p=0.35000000000000003, inplace=False)
        (act_func): ReLU()
        (W_i): Linear(in_features=147, out_features=1100, bias=False)
        (W_h): Linear(in_features=1100, out_features=1100, bias=False)
        (W_o): Linear(in_features=1233, out_features=1100, bias=True)
      )
    )
  )
  (ffn): Sequential(
    (0): Dropout(p=0.35000000000000003, inplace=False)
    (1): Linear(in_features=1328, out_features=1, bias=True)
  )
)
Number of parameters = 2,730,429
Moving model to cuda
Epoch 0
Validation prc-auc = 0.012525
Epoch 1
Validation prc-auc = 0.010948
Epoch 2
Validation prc-auc = 0.011810
Epoch 3
Validation prc-auc = 0.014247
Epoch 4
Loss = 8.4561e-01, PNorm = 50.2357, GNorm = 2.6824, lr_0 = 2.0385e-04
Loss = 5.7052e-01, PNorm = 50.2364, GNorm = 3.9612, lr_0 = 2.1077e-04
Validation prc-auc = 0.012646
Epoch 5
Validation prc-auc = 0.011822
Epoch 6
Validation prc-auc = 0.012650
Epoch 7
Validation prc-auc = 0.014116
Epoch 8
Validation prc-auc = 0.014369
Epoch 9
Loss = 7.2489e-01, PNorm = 50.2487, GNorm = 1.6389, lr_0 = 3.0077e-04
Validation prc-auc = 0.013435
Epoch 10
Validation prc-auc = 0.014974
Epoch 11
Validation prc-auc = 0.017320
Epoch 12
Validation prc-auc = 0.016949
Epoch 13
Validation prc-auc = 0.015565
Epoch 14
Loss = 7.0275e-01, PNorm = 50.2685, GNorm = 1.7990, lr_0 = 4.0462e-04
Validation prc-auc = 0.016125
Epoch 15
Validation prc-auc = 0.019070
Epoch 16
Validation prc-auc = 0.020095
Epoch 17
Validation prc-auc = 0.018678
Epoch 18
Loss = 6.8143e-01, PNorm = 50.2912, GNorm = 1.5370, lr_0 = 4.9462e-04
Loss = 6.2930e-01, PNorm = 50.2931, GNorm = 4.3667, lr_0 = 5.0154e-04
Validation prc-auc = 0.019396
Epoch 19
Validation prc-auc = 0.021093
Epoch 20
Validation prc-auc = 0.018457
Epoch 21
Validation prc-auc = 0.019143
Epoch 22
Validation prc-auc = 0.021397
Epoch 23
Loss = 7.3946e-01, PNorm = 50.3258, GNorm = 1.6671, lr_0 = 5.9846e-04
Loss = 8.7519e-01, PNorm = 50.3284, GNorm = 3.9025, lr_0 = 6.0538e-04
Validation prc-auc = 0.022749
Epoch 24
Validation prc-auc = 0.024588
Epoch 25
Validation prc-auc = 0.024913
Epoch 26
Validation prc-auc = 0.022935
Epoch 27
Validation prc-auc = 0.023404
Epoch 28
Loss = 7.5483e-01, PNorm = 50.3682, GNorm = 2.0290, lr_0 = 6.9538e-04
Validation prc-auc = 0.022050
Epoch 29
Validation prc-auc = 0.021397
Epoch 30
Validation prc-auc = 0.024676
Epoch 31
Validation prc-auc = 0.024939
Epoch 32
Validation prc-auc = 0.025882
Epoch 33
Loss = 6.4924e-01, PNorm = 50.4423, GNorm = 1.3519, lr_0 = 7.9923e-04
Validation prc-auc = 0.026004
Epoch 34
Validation prc-auc = 0.025324
Epoch 35
Validation prc-auc = 0.022422
Epoch 36
Validation prc-auc = 0.025325
Epoch 37
Loss = 6.2488e-01, PNorm = 50.5162, GNorm = 1.8907, lr_0 = 8.8923e-04
Loss = 5.0384e-01, PNorm = 50.5231, GNorm = 3.2492, lr_0 = 8.9615e-04
Validation prc-auc = 0.025069
Epoch 38
Validation prc-auc = 0.023309
Epoch 39
Validation prc-auc = 0.024077
Epoch 40
Validation prc-auc = 0.023041
Epoch 41
Validation prc-auc = 0.022652
Epoch 42
Loss = 7.3281e-01, PNorm = 50.6106, GNorm = 1.6969, lr_0 = 9.8615e-04
Validation prc-auc = 0.022592
Epoch 43
Validation prc-auc = 0.021866
Epoch 44
Validation prc-auc = 0.020046
Epoch 45
Validation prc-auc = 0.018677
Epoch 46
Validation prc-auc = 0.018983
Epoch 47
Loss = 6.0352e-01, PNorm = 50.7142, GNorm = 1.1448, lr_0 = 9.9977e-04
Validation prc-auc = 0.019346
Epoch 48
Validation prc-auc = 0.019200
Epoch 49
Validation prc-auc = 0.019362
Epoch 50
Validation prc-auc = 0.019679
Epoch 51
Loss = 6.0269e-01, PNorm = 50.8024, GNorm = 1.2387, lr_0 = 9.9954e-04
Loss = 5.9162e-01, PNorm = 50.8092, GNorm = 3.1501, lr_0 = 9.9952e-04
Validation prc-auc = 0.019761
Epoch 52
Validation prc-auc = 0.019681
Epoch 53
Validation prc-auc = 0.019371
Epoch 54
Validation prc-auc = 0.019400
Epoch 55
Validation prc-auc = 0.020373
Epoch 56
Loss = 6.1840e-01, PNorm = 50.8964, GNorm = 1.0551, lr_0 = 9.9927e-04
Loss = 6.1561e-01, PNorm = 50.9030, GNorm = 2.2918, lr_0 = 9.9926e-04
Validation prc-auc = 0.021457
Epoch 57
Validation prc-auc = 0.022177
Epoch 58
Validation prc-auc = 0.022546
Epoch 59
Validation prc-auc = 0.022666
Epoch 60
Validation prc-auc = 0.022747
Epoch 61
Loss = 6.6614e-01, PNorm = 50.9889, GNorm = 1.4561, lr_0 = 9.9903e-04
Validation prc-auc = 0.022760
Epoch 62
Validation prc-auc = 0.022258
Epoch 63
Validation prc-auc = 0.022520
Epoch 64
Validation prc-auc = 0.021302
Epoch 65
Validation prc-auc = 0.020160
Epoch 66
Loss = 7.2762e-01, PNorm = 51.0745, GNorm = 1.9024, lr_0 = 9.9876e-04
Validation prc-auc = 0.021472
Epoch 67
Validation prc-auc = 0.023204
Epoch 68
Validation prc-auc = 0.021493
Epoch 69
Validation prc-auc = 0.021321
Epoch 70
Loss = 5.5596e-01, PNorm = 51.1566, GNorm = 0.9316, lr_0 = 9.9853e-04
Loss = 4.6403e-01, PNorm = 51.1665, GNorm = 2.8100, lr_0 = 9.9851e-04
Validation prc-auc = 0.023702
Epoch 71
Validation prc-auc = 0.026136
Epoch 72
Validation prc-auc = 0.024065
Epoch 73
Validation prc-auc = 0.025062
Epoch 74
Validation prc-auc = 0.022428
Epoch 75
Loss = 6.5594e-01, PNorm = 51.2614, GNorm = 1.5088, lr_0 = 9.9828e-04
Validation prc-auc = 0.018376
Epoch 76
Validation prc-auc = 0.018088
Epoch 77
Validation prc-auc = 0.017734
Epoch 78
Validation prc-auc = 0.018088
Epoch 79
Validation prc-auc = 0.019596
Epoch 80
Loss = 5.4430e-01, PNorm = 51.3828, GNorm = 1.0976, lr_0 = 9.9802e-04
Validation prc-auc = 0.019753
Epoch 81
Validation prc-auc = 0.019685
Epoch 82
Validation prc-auc = 0.019302
Epoch 83
Validation prc-auc = 0.019041
Epoch 84
Loss = 6.3269e-01, PNorm = 51.4731, GNorm = 1.5262, lr_0 = 9.9779e-04
Loss = 8.2409e-01, PNorm = 51.4790, GNorm = 3.4243, lr_0 = 9.9777e-04
Validation prc-auc = 0.018588
Epoch 85
Validation prc-auc = 0.018374
Epoch 86
Validation prc-auc = 0.018282
Epoch 87
Validation prc-auc = 0.018911
Epoch 88
Validation prc-auc = 0.020941
Epoch 89
Loss = 6.4483e-01, PNorm = 51.5879, GNorm = 2.0909, lr_0 = 9.9752e-04
Loss = 4.7796e-01, PNorm = 51.5940, GNorm = 3.0699, lr_0 = 9.9750e-04
Validation prc-auc = 0.021718
Epoch 90
Validation prc-auc = 0.021108
Epoch 91
Validation prc-auc = 0.020867
Epoch 92
Validation prc-auc = 0.021657
Epoch 93
Validation prc-auc = 0.021607
Epoch 94
Loss = 5.3827e-01, PNorm = 51.6735, GNorm = 1.0700, lr_0 = 9.9727e-04
Validation prc-auc = 0.020884
Epoch 95
Validation prc-auc = 0.022341
Epoch 96
Validation prc-auc = 0.025020
Epoch 97
Validation prc-auc = 0.025276
Epoch 98
Validation prc-auc = 0.024609
Epoch 99
Loss = 4.8100e-01, PNorm = 51.8041, GNorm = 0.8637, lr_0 = 9.9701e-04
Validation prc-auc = 0.025691
Epoch 100
Validation prc-auc = 0.026425
Epoch 101
Validation prc-auc = 0.025945
Epoch 102
Validation prc-auc = 0.026222
Epoch 103
Loss = 6.0151e-01, PNorm = 51.9289, GNorm = 1.0785, lr_0 = 9.9678e-04
Loss = 3.2444e-01, PNorm = 51.9387, GNorm = 2.4180, lr_0 = 9.9676e-04
Validation prc-auc = 0.023368
Epoch 104
Validation prc-auc = 0.022584
Epoch 105
Validation prc-auc = 0.021889
Epoch 106
Validation prc-auc = 0.021882
Epoch 107
Validation prc-auc = 0.019623
Epoch 108
Loss = 6.0360e-01, PNorm = 52.0750, GNorm = 2.0790, lr_0 = 9.9651e-04
Validation prc-auc = 0.015815
Epoch 109
Validation prc-auc = 0.017223
Epoch 110
Validation prc-auc = 0.019662
Epoch 111
Validation prc-auc = 0.020859
Epoch 112
Validation prc-auc = 0.021339
Epoch 113
Loss = 4.2366e-01, PNorm = 52.2861, GNorm = 1.1000, lr_0 = 9.9627e-04
Validation prc-auc = 0.035455
Epoch 114
Validation prc-auc = 0.051791
Epoch 115
Validation prc-auc = 0.047194
Epoch 116
Validation prc-auc = 0.024642
Epoch 117
Loss = 5.2120e-01, PNorm = 52.4473, GNorm = 1.2308, lr_0 = 9.9604e-04
Loss = 7.9011e-01, PNorm = 52.4587, GNorm = 3.1417, lr_0 = 9.9602e-04
Validation prc-auc = 0.022593
Epoch 118
Validation prc-auc = 0.021042
Epoch 119
Validation prc-auc = 0.019605
Epoch 120
Validation prc-auc = 0.018900
Epoch 121
Validation prc-auc = 0.019171
Epoch 122
Loss = 4.8135e-01, PNorm = 52.5990, GNorm = 1.0527, lr_0 = 9.9577e-04
Loss = 4.3695e-01, PNorm = 52.6080, GNorm = 2.3576, lr_0 = 9.9575e-04
Validation prc-auc = 0.019221
Epoch 123
Validation prc-auc = 0.019613
Epoch 124
Validation prc-auc = 0.020839
Epoch 125
Validation prc-auc = 0.022823
Epoch 126
Validation prc-auc = 0.022748
Epoch 127
Loss = 4.2381e-01, PNorm = 52.7522, GNorm = 0.7200, lr_0 = 9.9552e-04
Validation prc-auc = 0.021833
Epoch 128
Validation prc-auc = 0.024748
Epoch 129
Validation prc-auc = 0.024303
Epoch 130
Validation prc-auc = 0.026401
Epoch 131
Validation prc-auc = 0.022036
Epoch 132
Loss = 4.5303e-01, PNorm = 52.9367, GNorm = 0.7321, lr_0 = 9.9526e-04
Validation prc-auc = 0.019215
Epoch 133
Validation prc-auc = 0.019296
Epoch 134
Validation prc-auc = 0.021120
Epoch 135
Validation prc-auc = 0.022764
Epoch 136
Loss = 4.5905e-01, PNorm = 53.1232, GNorm = 1.2982, lr_0 = 9.9503e-04
Loss = 3.6010e-01, PNorm = 53.1402, GNorm = 2.4383, lr_0 = 9.9501e-04
Validation prc-auc = 0.022103
Epoch 137
Validation prc-auc = 0.024256
Epoch 138
Validation prc-auc = 0.026335
Epoch 139
Validation prc-auc = 0.023986
Epoch 140
Validation prc-auc = 0.024056
Epoch 141
Loss = 3.9071e-01, PNorm = 53.3681, GNorm = 1.4828, lr_0 = 9.9477e-04
Validation prc-auc = 0.025187
Epoch 142
Validation prc-auc = 0.025531
Epoch 143
Validation prc-auc = 0.024123
Epoch 144
Validation prc-auc = 0.028103
Epoch 145
Validation prc-auc = 0.021634
Epoch 146
Loss = 4.9789e-01, PNorm = 53.5879, GNorm = 2.1030, lr_0 = 9.9452e-04
Validation prc-auc = 0.018696
Epoch 147
Validation prc-auc = 0.019227
Epoch 148
Validation prc-auc = 0.018856
Epoch 149
Validation prc-auc = 0.019486
Epoch 150
Loss = 5.0182e-01, PNorm = 53.8539, GNorm = 1.2312, lr_0 = 9.9429e-04
Loss = 4.5015e-01, PNorm = 53.8740, GNorm = 3.9911, lr_0 = 9.9427e-04
Validation prc-auc = 0.021247
Epoch 151
Validation prc-auc = 0.022154
Epoch 152
Validation prc-auc = 0.022258
Epoch 153
Validation prc-auc = 0.022007
Epoch 154
Validation prc-auc = 0.022906
Epoch 155
Loss = 4.9911e-01, PNorm = 54.1318, GNorm = 3.6536, lr_0 = 9.9403e-04
Loss = 2.0649e-01, PNorm = 54.1466, GNorm = 2.3656, lr_0 = 9.9401e-04
Validation prc-auc = 0.021879
Epoch 156
Validation prc-auc = 0.019944
Epoch 157
Validation prc-auc = 0.022485
Epoch 158
Validation prc-auc = 0.023806
Epoch 159
Validation prc-auc = 0.022494
Epoch 160
Loss = 4.2542e-01, PNorm = 54.3570, GNorm = 1.6864, lr_0 = 9.9378e-04
Validation prc-auc = 0.023417
Epoch 161
Validation prc-auc = 0.026736
Epoch 162
Validation prc-auc = 0.027718
Epoch 163
Validation prc-auc = 0.024854
Epoch 164
Validation prc-auc = 0.026972
Epoch 165
Loss = 2.9986e-01, PNorm = 54.6343, GNorm = 0.9162, lr_0 = 9.9351e-04
Validation prc-auc = 0.024806
Epoch 166
Validation prc-auc = 0.022581
Epoch 167
Validation prc-auc = 0.023160
Epoch 168
Validation prc-auc = 0.022813
Epoch 169
Loss = 3.9599e-01, PNorm = 54.8913, GNorm = 0.8156, lr_0 = 9.9329e-04
Loss = 2.1756e-01, PNorm = 54.9126, GNorm = 3.3300, lr_0 = 9.9327e-04
Validation prc-auc = 0.022827
Epoch 170
Validation prc-auc = 0.022599
Epoch 171
Validation prc-auc = 0.023222
Epoch 172
Validation prc-auc = 0.023495
Epoch 173
Validation prc-auc = 0.025439
Epoch 174
Loss = 3.6153e-01, PNorm = 55.1816, GNorm = 2.3949, lr_0 = 9.9302e-04
Validation prc-auc = 0.025969
Epoch 175
Validation prc-auc = 0.025679
Epoch 176
Validation prc-auc = 0.026126
Epoch 177
Validation prc-auc = 0.026449
Epoch 178
Validation prc-auc = 0.023042
Epoch 179
Loss = 4.5315e-01, PNorm = 55.4564, GNorm = 2.1860, lr_0 = 9.9277e-04
Validation prc-auc = 0.028094
Epoch 180
Validation prc-auc = 0.026512
Epoch 181
Validation prc-auc = 0.027586
Epoch 182
Validation prc-auc = 0.029288
Epoch 183
Loss = 2.5317e-01, PNorm = 55.7306, GNorm = 2.0390, lr_0 = 9.9253e-04
Validation prc-auc = 0.031910
Epoch 184
Validation prc-auc = 0.032839
Epoch 185
Validation prc-auc = 0.033104
Epoch 186
Validation prc-auc = 0.030878
Epoch 187
Validation prc-auc = 0.035048
Epoch 188
Loss = 2.8262e-01, PNorm = 56.0289, GNorm = 2.4288, lr_0 = 9.9228e-04
Loss = 2.3283e-01, PNorm = 56.0531, GNorm = 2.7504, lr_0 = 9.9226e-04
Validation prc-auc = 0.023485
Epoch 189
Validation prc-auc = 0.033753
Epoch 190
Validation prc-auc = 0.031222
Epoch 191
Validation prc-auc = 0.030675
Epoch 192
Validation prc-auc = 0.029058
Epoch 193
Loss = 2.5704e-01, PNorm = 56.3663, GNorm = 1.0532, lr_0 = 9.9204e-04
Validation prc-auc = 0.030625
Epoch 194
Validation prc-auc = 0.037007
Epoch 195
Validation prc-auc = 0.037459
Epoch 196
Validation prc-auc = 0.038851
Epoch 197
Validation prc-auc = 0.038157
Epoch 198
Loss = 1.7497e-01, PNorm = 56.7171, GNorm = 1.2653, lr_0 = 9.9177e-04
Validation prc-auc = 0.034916
Epoch 199
Validation prc-auc = 0.031789
Epoch 200
Validation prc-auc = 0.033472
Epoch 201
Validation prc-auc = 0.030367
Epoch 202
Loss = 2.0979e-01, PNorm = 56.9868, GNorm = 1.5006, lr_0 = 9.9154e-04
Loss = 3.0900e-01, PNorm = 57.0099, GNorm = 3.0836, lr_0 = 9.9153e-04
Validation prc-auc = 0.027092
Epoch 203
Validation prc-auc = 0.024940
Epoch 204
Validation prc-auc = 0.027439
Epoch 205
Validation prc-auc = 0.031747
Epoch 206
Validation prc-auc = 0.033688
Epoch 207
Loss = 1.9521e-01, PNorm = 57.3266, GNorm = 1.2514, lr_0 = 9.9128e-04
Loss = 3.3404e-02, PNorm = 57.3459, GNorm = 0.6229, lr_0 = 9.9126e-04
Validation prc-auc = 0.031761
Epoch 208
Validation prc-auc = 0.033304
Epoch 209
Validation prc-auc = 0.031899
Epoch 210
Validation prc-auc = 0.033637
Epoch 211
Validation prc-auc = 0.030957
Epoch 212
Loss = 1.3435e-01, PNorm = 57.5656, GNorm = 1.0714, lr_0 = 9.9103e-04
Validation prc-auc = 0.030295
Epoch 213
Validation prc-auc = 0.029523
Epoch 214
Validation prc-auc = 0.029424
Epoch 215
Validation prc-auc = 0.032145
Epoch 216
Loss = 9.4884e-02, PNorm = 57.8126, GNorm = 0.4310, lr_0 = 9.9079e-04
Validation prc-auc = 0.030111
Epoch 217
Validation prc-auc = 0.041108
Epoch 218
Validation prc-auc = 0.030411
Epoch 219
Validation prc-auc = 0.029436
Epoch 220
Validation prc-auc = 0.031512
Epoch 221
Loss = 1.4296e-01, PNorm = 58.0883, GNorm = 1.7175, lr_0 = 9.9054e-04
Loss = 1.6166e-01, PNorm = 58.1047, GNorm = 3.9118, lr_0 = 9.9052e-04
Validation prc-auc = 0.030538
Epoch 222
Validation prc-auc = 0.028486
Epoch 223
Validation prc-auc = 0.026900
Epoch 224
Validation prc-auc = 0.026225
Epoch 225
Validation prc-auc = 0.024015
Epoch 226
Loss = 1.9444e-01, PNorm = 58.3272, GNorm = 1.8578, lr_0 = 9.9030e-04
Validation prc-auc = 0.023614
Epoch 227
Validation prc-auc = 0.026889
Epoch 228
Validation prc-auc = 0.030012
Epoch 229
Validation prc-auc = 0.031954
Epoch 230
Validation prc-auc = 0.031041
Epoch 231
Loss = 1.4443e-01, PNorm = 58.6049, GNorm = 0.9058, lr_0 = 9.9003e-04
Validation prc-auc = 0.030596
Epoch 232
Validation prc-auc = 0.031626
Epoch 233
Validation prc-auc = 0.028437
Epoch 234
Validation prc-auc = 0.028528
Epoch 235
Loss = 2.3070e-01, PNorm = 58.8632, GNorm = 2.9986, lr_0 = 9.8980e-04
Loss = 8.8851e-02, PNorm = 58.8844, GNorm = 2.3950, lr_0 = 9.8979e-04
Validation prc-auc = 0.028412
Epoch 236
Validation prc-auc = 0.027347
Epoch 237
Validation prc-auc = 0.028157
Epoch 238
Validation prc-auc = 0.030312
Epoch 239
Validation prc-auc = 0.032801
Epoch 240
Loss = 2.2444e-01, PNorm = 59.2111, GNorm = 5.5231, lr_0 = 9.8954e-04
Loss = 1.2025e+00, PNorm = 59.2329, GNorm = 9.5352, lr_0 = 9.8952e-04
Validation prc-auc = 0.033904
Epoch 241
Validation prc-auc = 0.029912
Epoch 242
Validation prc-auc = 0.033893
Epoch 243
Validation prc-auc = 0.033210
Epoch 244
Validation prc-auc = 0.032271
Epoch 245
Loss = 2.4080e-01, PNorm = 59.5820, GNorm = 1.7851, lr_0 = 9.8930e-04
Validation prc-auc = 0.033122
Epoch 246
Validation prc-auc = 0.034352
Epoch 247
Validation prc-auc = 0.031072
Epoch 248
Validation prc-auc = 0.031121
Epoch 249
Loss = 1.1834e-01, PNorm = 59.8829, GNorm = 1.9942, lr_0 = 9.8905e-04
Validation prc-auc = 0.036442
Epoch 250
Validation prc-auc = 0.037119
Epoch 251
Validation prc-auc = 0.033076
Epoch 252
Validation prc-auc = 0.034578
Epoch 253
Validation prc-auc = 0.035414
Epoch 254
Loss = 6.7109e-02, PNorm = 60.0989, GNorm = 0.6042, lr_0 = 9.8880e-04
Loss = 2.6738e-02, PNorm = 60.1115, GNorm = 0.7733, lr_0 = 9.8879e-04
Validation prc-auc = 0.035779
Epoch 255
Validation prc-auc = 0.035961
Epoch 256
Validation prc-auc = 0.044146
Epoch 257
Validation prc-auc = 0.036045
Epoch 258
Validation prc-auc = 0.032631
Epoch 259
Loss = 2.8748e-02, PNorm = 60.2637, GNorm = 0.5114, lr_0 = 9.8856e-04
Validation prc-auc = 0.031908
Epoch 260
Validation prc-auc = 0.037033
Epoch 261
Validation prc-auc = 0.036970
Epoch 262
Validation prc-auc = 0.035313
Epoch 263
Validation prc-auc = 0.034164
Epoch 264
Loss = 1.0214e-01, PNorm = 60.4146, GNorm = 0.8493, lr_0 = 9.8830e-04
Validation prc-auc = 0.034320
Epoch 265
Validation prc-auc = 0.029817
Epoch 266
Validation prc-auc = 0.033903
Epoch 267
Validation prc-auc = 0.037742
Epoch 268
Loss = 1.2962e-01, PNorm = 60.5817, GNorm = 2.5096, lr_0 = 9.8807e-04
Loss = 1.4122e-02, PNorm = 60.5961, GNorm = 0.5121, lr_0 = 9.8805e-04
Validation prc-auc = 0.037309
Epoch 269
Validation prc-auc = 0.034877
Epoch 270
Validation prc-auc = 0.029161
Epoch 271
Validation prc-auc = 0.030637
Epoch 272
Validation prc-auc = 0.029106
Epoch 273
Loss = 1.6708e-01, PNorm = 60.7748, GNorm = 1.7339, lr_0 = 9.8781e-04
Loss = 2.7179e-02, PNorm = 60.7888, GNorm = 0.9088, lr_0 = 9.8779e-04
Validation prc-auc = 0.030619
Epoch 274
Validation prc-auc = 0.032690
Epoch 275
Validation prc-auc = 0.036760
Epoch 276
Validation prc-auc = 0.038765
Epoch 277
Validation prc-auc = 0.038507
Epoch 278
Loss = 7.0225e-02, PNorm = 60.9536, GNorm = 1.2270, lr_0 = 9.8756e-04
Validation prc-auc = 0.035109
Epoch 279
Validation prc-auc = 0.033893
Epoch 280
Validation prc-auc = 0.032564
Epoch 281
Validation prc-auc = 0.031490
Epoch 282
Validation prc-auc = 0.030406
Epoch 283
Loss = 1.0724e-01, PNorm = 61.1060, GNorm = 1.8485, lr_0 = 9.8730e-04
Validation prc-auc = 0.029016
Epoch 284
Validation prc-auc = 0.028160
Epoch 285
Validation prc-auc = 0.027933
Epoch 286
Validation prc-auc = 0.027427
Epoch 287
Loss = 5.3669e-02, PNorm = 61.2179, GNorm = 0.7201, lr_0 = 9.8707e-04
Loss = 5.9163e-01, PNorm = 61.2256, GNorm = 5.1490, lr_0 = 9.8705e-04
Validation prc-auc = 0.027775
Epoch 288
Validation prc-auc = 0.028240
Epoch 289
Validation prc-auc = 0.027443
Epoch 290
Validation prc-auc = 0.028151
Epoch 291
Validation prc-auc = 0.028683
Epoch 292
Loss = 3.9999e-02, PNorm = 61.3594, GNorm = 0.8915, lr_0 = 9.8683e-04
Validation prc-auc = 0.028953
Epoch 293
Validation prc-auc = 0.029254
Epoch 294
Validation prc-auc = 0.029886
Epoch 295
Validation prc-auc = 0.030302
Epoch 296
Validation prc-auc = 0.029410
Epoch 297
Loss = 2.8082e-01, PNorm = 61.4718, GNorm = 1.9057, lr_0 = 9.8656e-04
Validation prc-auc = 0.033751
Epoch 298
Validation prc-auc = 0.030400
Epoch 299
Validation prc-auc = 0.027532
Epoch 300
Validation prc-auc = 0.025687
Epoch 301
Loss = 5.7943e-02, PNorm = 61.6171, GNorm = 0.8038, lr_0 = 9.8634e-04
Loss = 5.3351e-02, PNorm = 61.6302, GNorm = 2.5393, lr_0 = 9.8632e-04
Validation prc-auc = 0.025385
Epoch 302
Validation prc-auc = 0.027508
Epoch 303
Validation prc-auc = 0.025884
Epoch 304
Validation prc-auc = 0.027459
Epoch 305
Validation prc-auc = 0.028003
Epoch 306
Loss = 1.2895e-01, PNorm = 61.7975, GNorm = 1.8323, lr_0 = 9.8607e-04
Loss = 1.0554e-01, PNorm = 61.8068, GNorm = 5.9899, lr_0 = 9.8606e-04
Validation prc-auc = 0.027315
Epoch 307
Validation prc-auc = 0.024850
Epoch 308
Validation prc-auc = 0.024524
Epoch 309
Validation prc-auc = 0.025436
Epoch 310
Validation prc-auc = 0.027181
Epoch 311
Loss = 6.9932e-02, PNorm = 61.9487, GNorm = 0.9660, lr_0 = 9.8583e-04
Validation prc-auc = 0.029074
Epoch 312
Validation prc-auc = 0.028463
Epoch 313
Validation prc-auc = 0.026979
Epoch 314
Validation prc-auc = 0.025827
Epoch 315
Validation prc-auc = 0.024207
Epoch 316
Loss = 1.2996e-01, PNorm = 62.1048, GNorm = 1.7854, lr_0 = 9.8557e-04
Validation prc-auc = 0.024442
Epoch 317
Validation prc-auc = 0.029696
Epoch 318
Validation prc-auc = 0.028503
Epoch 319
Validation prc-auc = 0.029500
Epoch 320
Loss = 1.1678e-01, PNorm = 62.3136, GNorm = 1.3365, lr_0 = 9.8534e-04
Loss = 7.3335e-03, PNorm = 62.3270, GNorm = 0.1690, lr_0 = 9.8532e-04
Validation prc-auc = 0.029881
Epoch 321
Validation prc-auc = 0.027957
Epoch 322
Validation prc-auc = 0.028127
Epoch 323
Validation prc-auc = 0.027663
Epoch 324
Validation prc-auc = 0.028266
Epoch 325
Loss = 7.7456e-02, PNorm = 62.4670, GNorm = 0.8150, lr_0 = 9.8509e-04
Validation prc-auc = 0.029750
Epoch 326
Validation prc-auc = 0.030641
Epoch 327
Validation prc-auc = 0.030950
Epoch 328
Validation prc-auc = 0.028648
Epoch 329
Validation prc-auc = 0.025677
Epoch 330
Loss = 1.3719e-01, PNorm = 62.6134, GNorm = 1.0593, lr_0 = 9.8483e-04
Validation prc-auc = 0.022654
Epoch 331
Validation prc-auc = 0.021897
Epoch 332
Validation prc-auc = 0.022411
Epoch 333
Validation prc-auc = 0.023775
Epoch 334
Loss = 5.9838e-02, PNorm = 62.7591, GNorm = 0.8680, lr_0 = 9.8461e-04
Loss = 7.0249e-02, PNorm = 62.7753, GNorm = 3.7219, lr_0 = 9.8459e-04
Validation prc-auc = 0.026472
Epoch 335
Validation prc-auc = 0.028839
Epoch 336
Validation prc-auc = 0.027828
Epoch 337
Validation prc-auc = 0.027747
Epoch 338
Validation prc-auc = 0.028158
Epoch 339
Loss = 2.7780e-01, PNorm = 63.0068, GNorm = 2.5541, lr_0 = 9.8434e-04
Loss = 4.2158e-02, PNorm = 63.0301, GNorm = 0.9326, lr_0 = 9.8433e-04
Validation prc-auc = 0.024790
Epoch 340
Validation prc-auc = 0.022869
Epoch 341
Validation prc-auc = 0.022889
Epoch 342
Validation prc-auc = 0.022991
Epoch 343
Validation prc-auc = 0.024812
Epoch 344
Loss = 9.8864e-02, PNorm = 63.2794, GNorm = 0.9208, lr_0 = 9.8410e-04
Validation prc-auc = 0.026297
Epoch 345
Validation prc-auc = 0.027475
Epoch 346
Validation prc-auc = 0.027780
Epoch 347
Validation prc-auc = 0.027867
Epoch 348
Validation prc-auc = 0.027690
Epoch 349
Loss = 4.2136e-02, PNorm = 63.4917, GNorm = 0.6383, lr_0 = 9.8384e-04
Validation prc-auc = 0.027826
Epoch 350
Validation prc-auc = 0.026527
Epoch 351
Validation prc-auc = 0.026243
Epoch 352
Validation prc-auc = 0.026527
Epoch 353
Loss = 5.0027e-02, PNorm = 63.6069, GNorm = 0.8684, lr_0 = 9.8361e-04
Loss = 3.0496e-03, PNorm = 63.6138, GNorm = 0.0915, lr_0 = 9.8359e-04
Validation prc-auc = 0.026953
Epoch 354
Validation prc-auc = 0.025775
Epoch 355
Validation prc-auc = 0.025111
Epoch 356
Validation prc-auc = 0.025200
Epoch 357
Validation prc-auc = 0.026661
Epoch 358
Loss = 1.5351e-01, PNorm = 63.6900, GNorm = 2.3636, lr_0 = 9.8335e-04
Validation prc-auc = 0.028197
Epoch 359
Validation prc-auc = 0.029270
Epoch 360
Validation prc-auc = 0.029722
Epoch 361
Validation prc-auc = 0.030991
Epoch 362
Validation prc-auc = 0.030729
Epoch 363
Loss = 2.6363e-02, PNorm = 63.8790, GNorm = 0.3443, lr_0 = 9.8311e-04
Validation prc-auc = 0.030781
Epoch 364
Validation prc-auc = 0.031862
Epoch 365
Validation prc-auc = 0.032141
Epoch 366
Validation prc-auc = 0.032282
Epoch 367
Loss = 4.4488e-02, PNorm = 64.0115, GNorm = 0.7961, lr_0 = 9.8288e-04
Loss = 1.5074e-02, PNorm = 64.0208, GNorm = 0.3853, lr_0 = 9.8286e-04
Validation prc-auc = 0.034258
Epoch 368
Validation prc-auc = 0.032978
Epoch 369
Validation prc-auc = 0.028557
Epoch 370
Validation prc-auc = 0.025933
Epoch 371
Validation prc-auc = 0.026105
Epoch 372
Loss = 8.7265e-02, PNorm = 64.1458, GNorm = 0.9206, lr_0 = 9.8262e-04
Loss = 3.1150e-03, PNorm = 64.1527, GNorm = 0.1086, lr_0 = 9.8260e-04
Validation prc-auc = 0.026050
Epoch 373
Validation prc-auc = 0.025723
Epoch 374
Validation prc-auc = 0.026403
Epoch 375
Validation prc-auc = 0.026711
Epoch 376
Validation prc-auc = 0.026754
Epoch 377
Loss = 1.2355e-01, PNorm = 64.2397, GNorm = 1.1620, lr_0 = 9.8237e-04
Validation prc-auc = 0.026548
Epoch 378
Validation prc-auc = 0.026058
Epoch 379
Validation prc-auc = 0.025853
Epoch 380
Validation prc-auc = 0.026457
Epoch 381
Validation prc-auc = 0.029394
Epoch 382
Loss = 1.3273e-01, PNorm = 64.3587, GNorm = 3.3375, lr_0 = 9.8211e-04
Validation prc-auc = 0.031108
Epoch 383
Validation prc-auc = 0.030193
Epoch 384
Validation prc-auc = 0.032295
Epoch 385
Validation prc-auc = 0.030407
Epoch 386
Loss = 1.2956e-01, PNorm = 64.6091, GNorm = 1.7646, lr_0 = 9.8189e-04
Loss = 1.0463e-02, PNorm = 64.6274, GNorm = 0.2166, lr_0 = 9.8187e-04
Validation prc-auc = 0.026776
Epoch 387
Validation prc-auc = 0.025693
Epoch 388
Validation prc-auc = 0.026938
Epoch 389
Validation prc-auc = 0.031218
Epoch 390
Validation prc-auc = 0.033666
Epoch 391
Loss = 7.3054e-02, PNorm = 64.8254, GNorm = 0.9285, lr_0 = 9.8163e-04
Validation prc-auc = 0.033269
Epoch 392
Validation prc-auc = 0.033077
Epoch 393
Validation prc-auc = 0.033788
Epoch 394
Validation prc-auc = 0.035022
Epoch 395
Validation prc-auc = 0.032723
Epoch 396
Loss = 1.8685e-01, PNorm = 65.0045, GNorm = 1.1521, lr_0 = 9.8138e-04
Validation prc-auc = 0.031719
Epoch 397
Validation prc-auc = 0.029769
Epoch 398
Validation prc-auc = 0.027790
Epoch 399
Validation prc-auc = 0.024817
Epoch 400
Loss = 1.5037e-01, PNorm = 65.1919, GNorm = 1.2388, lr_0 = 9.8116e-04
Loss = 2.5058e-02, PNorm = 65.2101, GNorm = 0.9403, lr_0 = 9.8114e-04
Validation prc-auc = 0.024539
Epoch 401
Validation prc-auc = 0.024745
Epoch 402
Validation prc-auc = 0.024572
Epoch 403
Validation prc-auc = 0.024141
Epoch 404
Validation prc-auc = 0.023135
Epoch 405
Loss = 9.1619e-02, PNorm = 65.4237, GNorm = 0.7792, lr_0 = 9.8089e-04
Loss = 1.3613e-02, PNorm = 65.4393, GNorm = 0.3482, lr_0 = 9.8088e-04
Validation prc-auc = 0.021859
Epoch 406
Validation prc-auc = 0.023504
Epoch 407
Validation prc-auc = 0.026002
Epoch 408
Validation prc-auc = 0.026288
Epoch 409
Validation prc-auc = 0.028361
Epoch 410
Loss = 2.2705e-01, PNorm = 65.6401, GNorm = 2.6543, lr_0 = 9.8065e-04
Validation prc-auc = 0.032340
Epoch 411
Validation prc-auc = 0.038150
Epoch 412
Validation prc-auc = 0.032215
Epoch 413
Validation prc-auc = 0.028308
Epoch 414
Validation prc-auc = 0.027765
Epoch 415
Loss = 1.8637e-02, PNorm = 65.8950, GNorm = 0.2703, lr_0 = 9.8039e-04
Validation prc-auc = 0.025665
Epoch 416
Validation prc-auc = 0.023672
Epoch 417
Validation prc-auc = 0.022358
Epoch 418
Validation prc-auc = 0.020742
Epoch 419
Loss = 5.5355e-02, PNorm = 66.0329, GNorm = 0.6748, lr_0 = 9.8016e-04
Loss = 6.1785e-02, PNorm = 66.0451, GNorm = 1.7842, lr_0 = 9.8015e-04
Validation prc-auc = 0.020032
Epoch 420
Validation prc-auc = 0.019910
Epoch 421
Validation prc-auc = 0.020450
Epoch 422
Validation prc-auc = 0.020580
Epoch 423
Validation prc-auc = 0.020675
Epoch 424
Loss = 4.6549e-02, PNorm = 66.1958, GNorm = 0.3999, lr_0 = 9.7990e-04
Validation prc-auc = 0.020855
Epoch 425
Validation prc-auc = 0.022258
Epoch 426
Validation prc-auc = 0.023441
Epoch 427
Validation prc-auc = 0.023615
Epoch 428
Validation prc-auc = 0.023796
Epoch 429
Loss = 7.2460e-02, PNorm = 66.3664, GNorm = 1.3782, lr_0 = 9.7966e-04
Validation prc-auc = 0.023775
Epoch 430
Validation prc-auc = 0.023621
Epoch 431
Validation prc-auc = 0.023848
Epoch 432
Validation prc-auc = 0.024292
Epoch 433
Loss = 2.6188e-01, PNorm = 66.4972, GNorm = 10.4170, lr_0 = 9.7942e-04
Validation prc-auc = 0.026292
Epoch 434
Validation prc-auc = 0.025859
Epoch 435
Validation prc-auc = 0.024873
Epoch 436
Validation prc-auc = 0.023702
Epoch 437
Validation prc-auc = 0.023362
Epoch 438
Loss = 1.0003e-01, PNorm = 66.6818, GNorm = 1.4044, lr_0 = 9.7917e-04
Loss = 2.7565e-01, PNorm = 66.6928, GNorm = 8.1905, lr_0 = 9.7916e-04
Validation prc-auc = 0.023327
Epoch 439
Validation prc-auc = 0.023368
Epoch 440
Validation prc-auc = 0.024993
Epoch 441
Validation prc-auc = 0.023593
Epoch 442
Validation prc-auc = 0.020537
Epoch 443
Loss = 2.2868e-01, PNorm = 66.8912, GNorm = 2.1564, lr_0 = 9.7893e-04
Validation prc-auc = 0.020308
Epoch 444
Validation prc-auc = 0.020859
Epoch 445
Validation prc-auc = 0.021555
Epoch 446
Validation prc-auc = 0.022200
Epoch 447
Validation prc-auc = 0.026922
Epoch 448
Loss = 1.8424e-02, PNorm = 67.1499, GNorm = 0.2669, lr_0 = 9.7867e-04
Validation prc-auc = 0.032139
Epoch 449
Validation prc-auc = 0.034357
Epoch 450
Validation prc-auc = 0.032870
Epoch 451
Validation prc-auc = 0.031214
Epoch 452
Loss = 1.6514e-01, PNorm = 67.3965, GNorm = 2.1780, lr_0 = 9.7845e-04
Loss = 3.0402e-03, PNorm = 67.4120, GNorm = 0.0819, lr_0 = 9.7843e-04
Validation prc-auc = 0.030304
Epoch 453
Validation prc-auc = 0.029015
Epoch 454
Validation prc-auc = 0.028517
Epoch 455
Validation prc-auc = 0.026298
Epoch 456
Validation prc-auc = 0.025742
Epoch 457
Loss = 8.1593e-02, PNorm = 67.5539, GNorm = 0.9505, lr_0 = 9.7819e-04
Loss = 2.3873e-01, PNorm = 67.5647, GNorm = 8.3100, lr_0 = 9.7817e-04
Validation prc-auc = 0.027714
Epoch 458
Validation prc-auc = 0.028958
Epoch 459
Validation prc-auc = 0.028574
Epoch 460
Validation prc-auc = 0.025394
Epoch 461
Validation prc-auc = 0.025384
Epoch 462
Loss = 1.7708e-01, PNorm = 67.7172, GNorm = 1.9265, lr_0 = 9.7794e-04
Validation prc-auc = 0.027025
Epoch 463
Validation prc-auc = 0.027598
Epoch 464
Validation prc-auc = 0.028241
Epoch 465
Validation prc-auc = 0.028981
Epoch 466
Loss = 1.2715e-01, PNorm = 67.8676, GNorm = 3.5916, lr_0 = 9.7770e-04
Validation prc-auc = 0.028883
Epoch 467
Validation prc-auc = 0.026945
Epoch 468
Validation prc-auc = 0.026218
Epoch 469
Validation prc-auc = 0.025702
Epoch 470
Validation prc-auc = 0.025135
Epoch 471
Loss = 7.0548e-03, PNorm = 68.0277, GNorm = 0.1221, lr_0 = 9.7746e-04
Loss = 5.4353e-02, PNorm = 68.0362, GNorm = 2.4910, lr_0 = 9.7744e-04
Validation prc-auc = 0.024335
Epoch 472
Validation prc-auc = 0.023596
Epoch 473
Validation prc-auc = 0.024293
Epoch 474
Validation prc-auc = 0.024231
Epoch 475
Validation prc-auc = 0.024154
Epoch 476
Loss = 3.0636e-02, PNorm = 68.1272, GNorm = 0.5593, lr_0 = 9.7721e-04
Validation prc-auc = 0.023850
Epoch 477
Validation prc-auc = 0.023536
Epoch 478
Validation prc-auc = 0.023262
Epoch 479
Validation prc-auc = 0.023309
Epoch 480
Validation prc-auc = 0.023413
Epoch 481
Loss = 1.8628e-01, PNorm = 68.2225, GNorm = 1.1815, lr_0 = 9.7695e-04
Validation prc-auc = 0.023694
Epoch 482
Validation prc-auc = 0.024038
Epoch 483
Validation prc-auc = 0.024543
Epoch 484
Validation prc-auc = 0.024544
Epoch 485
Loss = 5.8383e-02, PNorm = 68.2856, GNorm = 1.4451, lr_0 = 9.7673e-04
Loss = 9.3031e-01, PNorm = 68.2871, GNorm = 11.7590, lr_0 = 9.7671e-04
Validation prc-auc = 0.024026
Epoch 486
Validation prc-auc = 0.024576
Epoch 487
Validation prc-auc = 0.025584
Epoch 488
Validation prc-auc = 0.026291
Epoch 489
Validation prc-auc = 0.027760
Epoch 490
Loss = 6.5433e-02, PNorm = 68.4233, GNorm = 0.2678, lr_0 = 9.7647e-04
Loss = 6.0449e-03, PNorm = 68.4324, GNorm = 0.1652, lr_0 = 9.7645e-04
Validation prc-auc = 0.029076
Epoch 491
Validation prc-auc = 0.029906
Epoch 492
Validation prc-auc = 0.031054
Epoch 493
Validation prc-auc = 0.030950
Epoch 494
Validation prc-auc = 0.031380
Epoch 495
Loss = 1.3681e-02, PNorm = 68.5243, GNorm = 0.4342, lr_0 = 9.7623e-04
Validation prc-auc = 0.032036
Epoch 496
Validation prc-auc = 0.032314
Epoch 497
Validation prc-auc = 0.032529
Epoch 498
Validation prc-auc = 0.033326
Epoch 499
Loss = 1.7236e-02, PNorm = 68.5836, GNorm = 0.0740, lr_0 = 9.7599e-04
Validation prc-auc = 0.032506
Epoch 500
Validation prc-auc = 0.031079
Epoch 501
Validation prc-auc = 0.030344
Epoch 502
Validation prc-auc = 0.029604
Epoch 503
Validation prc-auc = 0.029908
Epoch 504
Loss = 1.7565e-02, PNorm = 68.6190, GNorm = 0.1024, lr_0 = 9.7574e-04
Loss = 1.3984e-02, PNorm = 68.6220, GNorm = 0.3650, lr_0 = 9.7573e-04
Validation prc-auc = 0.030630
Epoch 505
Validation prc-auc = 0.030610
Epoch 506
Validation prc-auc = 0.031002
Epoch 507
Validation prc-auc = 0.030312
Epoch 508
Validation prc-auc = 0.029869
Epoch 509
Loss = 1.9175e-02, PNorm = 68.6711, GNorm = 0.5869, lr_0 = 9.7550e-04
Validation prc-auc = 0.030241
Epoch 510
Validation prc-auc = 0.031817
Epoch 511
Validation prc-auc = 0.033020
Epoch 512
Validation prc-auc = 0.032669
Epoch 513
Validation prc-auc = 0.029619
Epoch 514
Loss = 8.3271e-02, PNorm = 68.7825, GNorm = 1.1839, lr_0 = 9.7524e-04
Validation prc-auc = 0.026725
Epoch 515
Validation prc-auc = 0.025787
Epoch 516
Validation prc-auc = 0.025998
Epoch 517
Validation prc-auc = 0.026588
Epoch 518
Loss = 5.2076e-03, PNorm = 68.8818, GNorm = 0.1308, lr_0 = 9.7502e-04
Loss = 7.8056e-02, PNorm = 68.8888, GNorm = 3.6664, lr_0 = 9.7500e-04
Validation prc-auc = 0.027546
Epoch 519
Validation prc-auc = 0.027865
Epoch 520
Validation prc-auc = 0.027477
Epoch 521
Validation prc-auc = 0.027043
Epoch 522
Validation prc-auc = 0.027303
Epoch 523
Loss = 2.1293e-02, PNorm = 68.9723, GNorm = 0.5423, lr_0 = 9.7476e-04
Loss = 2.9094e-03, PNorm = 68.9780, GNorm = 0.0975, lr_0 = 9.7474e-04
Validation prc-auc = 0.028598
Epoch 524
Validation prc-auc = 0.029196
Epoch 525
Validation prc-auc = 0.029499
Epoch 526
Validation prc-auc = 0.029216
Epoch 527
Validation prc-auc = 0.026174
Epoch 528
Loss = 4.8175e-03, PNorm = 69.0444, GNorm = 0.2064, lr_0 = 9.7452e-04
Validation prc-auc = 0.024218
Epoch 529
Validation prc-auc = 0.023533
Epoch 530
Validation prc-auc = 0.024196
Epoch 531
Validation prc-auc = 0.023923
Epoch 532
Validation prc-auc = 0.024515
Epoch 533
Loss = 4.8139e-03, PNorm = 69.1980, GNorm = 0.1073, lr_0 = 9.7426e-04
Validation prc-auc = 0.025152
Epoch 534
Validation prc-auc = 0.025890
Epoch 535
Validation prc-auc = 0.026413
Epoch 536
Validation prc-auc = 0.027114
Epoch 537
Loss = 2.7298e-02, PNorm = 69.2732, GNorm = 0.9859, lr_0 = 9.7403e-04
Loss = 2.1315e-02, PNorm = 69.2779, GNorm = 0.6762, lr_0 = 9.7401e-04
Validation prc-auc = 0.027427
Epoch 538
Validation prc-auc = 0.028178
Epoch 539
Validation prc-auc = 0.030183
Epoch 540
Validation prc-auc = 0.028902
Epoch 541
Validation prc-auc = 0.026963
Epoch 542
Loss = 3.4076e-01, PNorm = 69.5287, GNorm = 3.6644, lr_0 = 9.7379e-04
Validation prc-auc = 0.027610
Epoch 543
Validation prc-auc = 0.028352
Epoch 544
Validation prc-auc = 0.027998
Epoch 545
Validation prc-auc = 0.027053
Epoch 546
Validation prc-auc = 0.027811
Epoch 547
Loss = 1.2165e-01, PNorm = 69.8429, GNorm = 1.1156, lr_0 = 9.7353e-04
Validation prc-auc = 0.026630
Epoch 548
Validation prc-auc = 0.025337
Epoch 549
Validation prc-auc = 0.023885
Epoch 550
Validation prc-auc = 0.023332
Epoch 551
Loss = 9.1111e-02, PNorm = 70.1330, GNorm = 0.6286, lr_0 = 9.7331e-04
Loss = 1.1024e-02, PNorm = 70.1528, GNorm = 0.3654, lr_0 = 9.7329e-04
Validation prc-auc = 0.022173
Epoch 552
Validation prc-auc = 0.022150
Epoch 553
Validation prc-auc = 0.021713
Epoch 554
Validation prc-auc = 0.021448
Epoch 555
Validation prc-auc = 0.021495
Epoch 556
Loss = 1.0906e-01, PNorm = 70.3586, GNorm = 0.9361, lr_0 = 9.7305e-04
Loss = 7.0127e-02, PNorm = 70.3714, GNorm = 2.1992, lr_0 = 9.7303e-04
Validation prc-auc = 0.021399
Epoch 557
Validation prc-auc = 0.022116
Epoch 558
Validation prc-auc = 0.022219
Epoch 559
Validation prc-auc = 0.022045
Epoch 560
Validation prc-auc = 0.021935
Epoch 561
Loss = 8.1186e-02, PNorm = 70.5140, GNorm = 0.9708, lr_0 = 9.7281e-04
Validation prc-auc = 0.021704
Epoch 562
Validation prc-auc = 0.021764
Epoch 563
Validation prc-auc = 0.021618
Epoch 564
Validation prc-auc = 0.022165
Epoch 565
Validation prc-auc = 0.022241
Epoch 566
Loss = 5.9008e-02, PNorm = 70.6302, GNorm = 0.7174, lr_0 = 9.7255e-04
Validation prc-auc = 0.022256
Epoch 567
Validation prc-auc = 0.023169
Epoch 568
Validation prc-auc = 0.023221
Epoch 569
Validation prc-auc = 0.023309
Epoch 570
Loss = 2.2843e-02, PNorm = 70.7293, GNorm = 0.3204, lr_0 = 9.7232e-04
Loss = 7.2779e-02, PNorm = 70.7354, GNorm = 2.3437, lr_0 = 9.7231e-04
Validation prc-auc = 0.022318
Epoch 571
Validation prc-auc = 0.021527
Epoch 572
Validation prc-auc = 0.021278
Epoch 573
Validation prc-auc = 0.021348
Epoch 574
Validation prc-auc = 0.021155
Epoch 575
Loss = 1.1769e-02, PNorm = 70.8086, GNorm = 0.2170, lr_0 = 9.7208e-04
Validation prc-auc = 0.020855
Epoch 576
Validation prc-auc = 0.020688
Epoch 577
Validation prc-auc = 0.020538
Epoch 578
Validation prc-auc = 0.020550
Epoch 579
Validation prc-auc = 0.020405
Epoch 580
Loss = 4.8335e-02, PNorm = 70.8696, GNorm = 1.2209, lr_0 = 9.7182e-04
Validation prc-auc = 0.020508
Epoch 581
Validation prc-auc = 0.020588
Epoch 582
Validation prc-auc = 0.020537
Epoch 583
Validation prc-auc = 0.020439
Epoch 584
Loss = 8.7018e-02, PNorm = 70.9033, GNorm = 1.7417, lr_0 = 9.7160e-04
Loss = 1.7265e-02, PNorm = 70.9067, GNorm = 0.6643, lr_0 = 9.7158e-04
Validation prc-auc = 0.020233
Epoch 585
Validation prc-auc = 0.019772
Epoch 586
Validation prc-auc = 0.019847
Epoch 587
Validation prc-auc = 0.019992
Epoch 588
Validation prc-auc = 0.019784
Epoch 589
Loss = 5.1281e-02, PNorm = 70.9721, GNorm = 1.1394, lr_0 = 9.7134e-04
Loss = 1.3189e-02, PNorm = 70.9797, GNorm = 0.6542, lr_0 = 9.7132e-04
Validation prc-auc = 0.020287
Epoch 590
Validation prc-auc = 0.020373
Epoch 591
Validation prc-auc = 0.020109
Epoch 592
Validation prc-auc = 0.020093
Epoch 593
Validation prc-auc = 0.020259
Epoch 594
Loss = 1.7407e-01, PNorm = 71.0674, GNorm = 1.3707, lr_0 = 9.7110e-04
Validation prc-auc = 0.020759
Epoch 595
Validation prc-auc = 0.021447
Epoch 596
Validation prc-auc = 0.021794
Epoch 597
Validation prc-auc = 0.021589
Epoch 598
Validation prc-auc = 0.021892
Epoch 599
Loss = 1.9613e-02, PNorm = 71.1267, GNorm = 0.9524, lr_0 = 9.7084e-04
Validation prc-auc = 0.022142
Epoch 600
Validation prc-auc = 0.022159
Epoch 601
Validation prc-auc = 0.022323
Epoch 602
Validation prc-auc = 0.022519
Epoch 603
Loss = 2.7203e-02, PNorm = 71.1740, GNorm = 0.8761, lr_0 = 9.7062e-04
Loss = 1.1592e-03, PNorm = 71.1769, GNorm = 0.0543, lr_0 = 9.7060e-04
Validation prc-auc = 0.022521
Epoch 604
Validation prc-auc = 0.022170
Epoch 605
Validation prc-auc = 0.022137
Epoch 606
Validation prc-auc = 0.022082
Epoch 607
Validation prc-auc = 0.021722
Epoch 608
Loss = 5.9528e-03, PNorm = 71.2128, GNorm = 0.2743, lr_0 = 9.7036e-04
Validation prc-auc = 0.021354
Epoch 609
Validation prc-auc = 0.021675
Epoch 610
Validation prc-auc = 0.022410
Epoch 611
Validation prc-auc = 0.023101
Epoch 612
Validation prc-auc = 0.024017
Epoch 613
Loss = 2.5131e-02, PNorm = 71.2964, GNorm = 0.9043, lr_0 = 9.7012e-04
Validation prc-auc = 0.024178
Epoch 614
Validation prc-auc = 0.024944
Epoch 615
Validation prc-auc = 0.025281
Epoch 616
Validation prc-auc = 0.026291
Epoch 617
Loss = 5.1115e-02, PNorm = 71.4069, GNorm = 0.3711, lr_0 = 9.6990e-04
Loss = 9.7671e-03, PNorm = 71.4144, GNorm = 0.4327, lr_0 = 9.6988e-04
Validation prc-auc = 0.025057
Epoch 618
Validation prc-auc = 0.024873
Epoch 619
Validation prc-auc = 0.024899
Epoch 620
Validation prc-auc = 0.023386
Epoch 621
Validation prc-auc = 0.021277
Epoch 622
Loss = 8.6522e-02, PNorm = 71.5454, GNorm = 1.7766, lr_0 = 9.6964e-04
Loss = 3.8412e-02, PNorm = 71.5629, GNorm = 0.8534, lr_0 = 9.6962e-04
Validation prc-auc = 0.020883
Epoch 623
Validation prc-auc = 0.021678
Epoch 624
Validation prc-auc = 0.022067
Epoch 625
Validation prc-auc = 0.023246
Epoch 626
Validation prc-auc = 0.025172
Epoch 627
Loss = 1.7425e-02, PNorm = 71.7529, GNorm = 0.3737, lr_0 = 9.6940e-04
Validation prc-auc = 0.026214
Epoch 628
Validation prc-auc = 0.026977
Epoch 629
Validation prc-auc = 0.026537
Epoch 630
Validation prc-auc = 0.026790
Epoch 631
Validation prc-auc = 0.026317
Epoch 632
Loss = 1.7927e-01, PNorm = 71.9043, GNorm = 1.4752, lr_0 = 9.6914e-04
Validation prc-auc = 0.025862
Epoch 633
Validation prc-auc = 0.024530
Epoch 634
Validation prc-auc = 0.023049
Epoch 635
Validation prc-auc = 0.022283
Epoch 636
Loss = 4.3644e-02, PNorm = 71.9813, GNorm = 0.8847, lr_0 = 9.6892e-04
Loss = 2.3666e-03, PNorm = 71.9857, GNorm = 0.0707, lr_0 = 9.6890e-04
Validation prc-auc = 0.021395
Epoch 637
Validation prc-auc = 0.021090
Epoch 638
Validation prc-auc = 0.021158
Epoch 639
Validation prc-auc = 0.021445
Epoch 640
Validation prc-auc = 0.021761
Epoch 641
Loss = 2.0816e-02, PNorm = 72.0415, GNorm = 0.6031, lr_0 = 9.6866e-04
Validation prc-auc = 0.022533
Epoch 642
Validation prc-auc = 0.024364
Epoch 643
Validation prc-auc = 0.026282
Epoch 644
Validation prc-auc = 0.027445
Epoch 645
Validation prc-auc = 0.026695
Epoch 646
Loss = 2.5667e-02, PNorm = 72.1010, GNorm = 0.4923, lr_0 = 9.6842e-04
Validation prc-auc = 0.026324
Epoch 647
Validation prc-auc = 0.026730
Epoch 648
Validation prc-auc = 0.026517
Epoch 649
Validation prc-auc = 0.026321
Epoch 650
Loss = 4.0184e-02, PNorm = 72.1592, GNorm = 1.5734, lr_0 = 9.6820e-04
Loss = 2.5358e-03, PNorm = 72.1635, GNorm = 0.1193, lr_0 = 9.6818e-04
Validation prc-auc = 0.026040
Epoch 651
Validation prc-auc = 0.025834
Epoch 652
Validation prc-auc = 0.025115
Epoch 653
Validation prc-auc = 0.024115
Epoch 654
Validation prc-auc = 0.023733
Epoch 655
Loss = 3.6443e-03, PNorm = 72.2145, GNorm = 0.0704, lr_0 = 9.6794e-04
Loss = 1.8228e-02, PNorm = 72.2172, GNorm = 0.6620, lr_0 = 9.6792e-04
Validation prc-auc = 0.023569
Epoch 656
Validation prc-auc = 0.023659
Epoch 657
Validation prc-auc = 0.026461
Epoch 658
Validation prc-auc = 0.026967
Epoch 659
Validation prc-auc = 0.028003
Epoch 660
Loss = 1.8769e-02, PNorm = 72.2619, GNorm = 0.4578, lr_0 = 9.6770e-04
Validation prc-auc = 0.028003
Epoch 661
Validation prc-auc = 0.027751
Epoch 662
Validation prc-auc = 0.026727
Epoch 663
Validation prc-auc = 0.026652
Epoch 664
Validation prc-auc = 0.027008
Epoch 665
Loss = 1.5401e-01, PNorm = 72.3129, GNorm = 1.1975, lr_0 = 9.6744e-04
Validation prc-auc = 0.027463
Epoch 666
Validation prc-auc = 0.027560
Epoch 667
Validation prc-auc = 0.027769
Epoch 668
Validation prc-auc = 0.026954
Epoch 669
Loss = 1.9449e-02, PNorm = 72.3608, GNorm = 0.2406, lr_0 = 9.6722e-04
Loss = 5.1903e-03, PNorm = 72.3664, GNorm = 0.1742, lr_0 = 9.6720e-04
Validation prc-auc = 0.026981
Epoch 670
Validation prc-auc = 0.025955
Epoch 671
Validation prc-auc = 0.025121
Epoch 672
Validation prc-auc = 0.024791
Epoch 673
Validation prc-auc = 0.024748
Epoch 674
Loss = 1.4184e-01, PNorm = 72.4561, GNorm = 1.7401, lr_0 = 9.6696e-04
Validation prc-auc = 0.026245
Epoch 675
Validation prc-auc = 0.027238
Epoch 676
Validation prc-auc = 0.028663
Epoch 677
Validation prc-auc = 0.029646
Epoch 678
Validation prc-auc = 0.030242
Epoch 679
Loss = 4.6539e-02, PNorm = 72.6070, GNorm = 1.0209, lr_0 = 9.6672e-04
Validation prc-auc = 0.030737
Epoch 680
Validation prc-auc = 0.030979
Epoch 681
Validation prc-auc = 0.030339
Epoch 682
Validation prc-auc = 0.030482
Epoch 683
Loss = 3.5854e-02, PNorm = 72.6999, GNorm = 2.2082, lr_0 = 9.6648e-04
Validation prc-auc = 0.030231
Epoch 684
Validation prc-auc = 0.030443
Epoch 685
Validation prc-auc = 0.030292
Epoch 686
Validation prc-auc = 0.030451
Epoch 687
Validation prc-auc = 0.030257
Epoch 688
Loss = 1.5695e-01, PNorm = 72.7742, GNorm = 2.2465, lr_0 = 9.6624e-04
Loss = 4.3531e-04, PNorm = 72.7785, GNorm = 0.0337, lr_0 = 9.6622e-04
Validation prc-auc = 0.030100
Epoch 689
Validation prc-auc = 0.029840
Epoch 690
Validation prc-auc = 0.029220
Epoch 691
Validation prc-auc = 0.028127
Epoch 692
Validation prc-auc = 0.026879
Epoch 693
Loss = 9.3572e-03, PNorm = 72.8350, GNorm = 0.1606, lr_0 = 9.6600e-04
Validation prc-auc = 0.026068
Epoch 694
Validation prc-auc = 0.025730
Epoch 695
Validation prc-auc = 0.025554
Epoch 696
Validation prc-auc = 0.025906
Epoch 697
Validation prc-auc = 0.026067
Epoch 698
Loss = 5.1257e-03, PNorm = 72.9127, GNorm = 0.1226, lr_0 = 9.6574e-04
Validation prc-auc = 0.025378
Epoch 699
Validation prc-auc = 0.024737
Epoch 700
Validation prc-auc = 0.024376
Epoch 701
Validation prc-auc = 0.024665
Epoch 702
Loss = 3.0421e-02, PNorm = 72.9723, GNorm = 1.4352, lr_0 = 9.6552e-04
Loss = 3.1397e-03, PNorm = 72.9759, GNorm = 0.1705, lr_0 = 9.6550e-04
Validation prc-auc = 0.024810
Epoch 703
Validation prc-auc = 0.024661
Epoch 704
Validation prc-auc = 0.024820
Epoch 705
Validation prc-auc = 0.024388
Epoch 706
Validation prc-auc = 0.024118
Epoch 707
Loss = 1.8064e-02, PNorm = 73.0228, GNorm = 0.0758, lr_0 = 9.6526e-04
Loss = 1.9172e-05, PNorm = 73.0273, GNorm = 0.0009, lr_0 = 9.6525e-04
Validation prc-auc = 0.024580
Epoch 708
Validation prc-auc = 0.024885
Epoch 709
Validation prc-auc = 0.024717
Epoch 710
Validation prc-auc = 0.023937
Epoch 711
Validation prc-auc = 0.024310
Epoch 712
Loss = 1.1055e-02, PNorm = 73.0765, GNorm = 0.3784, lr_0 = 9.6502e-04
Validation prc-auc = 0.023777
Epoch 713
Validation prc-auc = 0.023136
Epoch 714
Validation prc-auc = 0.021407
Epoch 715
Validation prc-auc = 0.020863
Epoch 716
Loss = 2.5177e-02, PNorm = 73.1846, GNorm = 0.0861, lr_0 = 9.6479e-04
Validation prc-auc = 0.021389
Epoch 717
Validation prc-auc = 0.021679
Epoch 718
Validation prc-auc = 0.021486
Epoch 719
Validation prc-auc = 0.021441
Epoch 720
Validation prc-auc = 0.022424
Epoch 721
Loss = 1.2848e-02, PNorm = 73.3532, GNorm = 0.5316, lr_0 = 9.6455e-04
Loss = 1.2005e-02, PNorm = 73.3646, GNorm = 0.3553, lr_0 = 9.6453e-04
Validation prc-auc = 0.023604
Epoch 722
Validation prc-auc = 0.025005
Epoch 723
Validation prc-auc = 0.025776
Epoch 724
Validation prc-auc = 0.026576
Epoch 725
Validation prc-auc = 0.026765
Epoch 726
Loss = 2.1984e-02, PNorm = 73.4625, GNorm = 0.9327, lr_0 = 9.6431e-04
Validation prc-auc = 0.027049
Epoch 727
Validation prc-auc = 0.027425
Epoch 728
Validation prc-auc = 0.028152
Epoch 729
Validation prc-auc = 0.028074
Epoch 730
Validation prc-auc = 0.026011
Epoch 731
Loss = 6.8558e-02, PNorm = 73.5307, GNorm = 1.0576, lr_0 = 9.6405e-04
Validation prc-auc = 0.024893
Epoch 732
Validation prc-auc = 0.026980
Epoch 733
Validation prc-auc = 0.030731
Epoch 734
Validation prc-auc = 0.031718
Epoch 735
Loss = 1.1218e-01, PNorm = 73.6075, GNorm = 2.5994, lr_0 = 9.6383e-04
Loss = 4.0527e-03, PNorm = 73.6157, GNorm = 0.1689, lr_0 = 9.6381e-04
Validation prc-auc = 0.028050
Epoch 736
Validation prc-auc = 0.026699
Epoch 737
Validation prc-auc = 0.026055
Epoch 738
Validation prc-auc = 0.023735
Epoch 739
Validation prc-auc = 0.023171
Epoch 740
Loss = 1.1486e-01, PNorm = 73.7194, GNorm = 1.2085, lr_0 = 9.6357e-04
Loss = 4.0395e-03, PNorm = 73.7242, GNorm = 0.2047, lr_0 = 9.6355e-04
Validation prc-auc = 0.022968
Epoch 741
Validation prc-auc = 0.022398
Epoch 742
Validation prc-auc = 0.022316
Epoch 743
Validation prc-auc = 0.023274
Epoch 744
Validation prc-auc = 0.023915
Epoch 745
Loss = 2.3853e-02, PNorm = 73.7984, GNorm = 0.8214, lr_0 = 9.6333e-04
Validation prc-auc = 0.024398
Epoch 746
Validation prc-auc = 0.024438
Epoch 747
Validation prc-auc = 0.024504
Epoch 748
Validation prc-auc = 0.024391
Epoch 749
Loss = 9.4026e-03, PNorm = 73.8625, GNorm = 0.3345, lr_0 = 9.6309e-04
Validation prc-auc = 0.024126
Epoch 750
Validation prc-auc = 0.024263
Epoch 751
Validation prc-auc = 0.024431
Epoch 752
Validation prc-auc = 0.024087
Epoch 753
Validation prc-auc = 0.024068
Epoch 754
Loss = 8.7997e-03, PNorm = 73.8915, GNorm = 0.4474, lr_0 = 9.6285e-04
Loss = 1.1532e-03, PNorm = 73.8933, GNorm = 0.0656, lr_0 = 9.6284e-04
Validation prc-auc = 0.023704
Epoch 755
Validation prc-auc = 0.023503
Epoch 756
Validation prc-auc = 0.023489
Epoch 757
Validation prc-auc = 0.023678
Epoch 758
Validation prc-auc = 0.024165
Epoch 759
Loss = 5.2583e-03, PNorm = 73.9207, GNorm = 0.1323, lr_0 = 9.6262e-04
Validation prc-auc = 0.024461
Epoch 760
Validation prc-auc = 0.024812
Epoch 761
Validation prc-auc = 0.025079
Epoch 762
Validation prc-auc = 0.025195
Epoch 763
Validation prc-auc = 0.025289
Epoch 764
Loss = 1.1462e-02, PNorm = 73.9517, GNorm = 0.3119, lr_0 = 9.6236e-04
Validation prc-auc = 0.025368
Epoch 765
Validation prc-auc = 0.025442
Epoch 766
Validation prc-auc = 0.026127
Epoch 767
Validation prc-auc = 0.027513
Epoch 768
Loss = 2.5818e-02, PNorm = 73.9935, GNorm = 1.5752, lr_0 = 9.6214e-04
Loss = 6.7228e-04, PNorm = 73.9979, GNorm = 0.0390, lr_0 = 9.6212e-04
Validation prc-auc = 0.027547
Epoch 769
Validation prc-auc = 0.027073
Epoch 770
Validation prc-auc = 0.026634
Epoch 771
Validation prc-auc = 0.026299
Epoch 772
Validation prc-auc = 0.025866
Epoch 773
Loss = 5.0019e-02, PNorm = 74.0533, GNorm = 1.0806, lr_0 = 9.6188e-04
Loss = 4.6461e-03, PNorm = 74.0563, GNorm = 0.1831, lr_0 = 9.6186e-04
Validation prc-auc = 0.024886
Epoch 774
Validation prc-auc = 0.024504
Epoch 775
Validation prc-auc = 0.024265
Epoch 776
Validation prc-auc = 0.024597
Epoch 777
Validation prc-auc = 0.025299
Epoch 778
Loss = 8.4653e-04, PNorm = 74.0885, GNorm = 0.0199, lr_0 = 9.6164e-04
Validation prc-auc = 0.025241
Epoch 779
Validation prc-auc = 0.025795
Epoch 780
Validation prc-auc = 0.026027
Epoch 781
Validation prc-auc = 0.025664
Epoch 782
Validation prc-auc = 0.025827
Epoch 783
Loss = 1.7380e-02, PNorm = 74.1165, GNorm = 0.6218, lr_0 = 9.6139e-04
Validation prc-auc = 0.026503
Epoch 784
Validation prc-auc = 0.026249
Epoch 785
Validation prc-auc = 0.027108
Epoch 786
Validation prc-auc = 0.027943
Epoch 787
Loss = 6.4410e-03, PNorm = 74.1462, GNorm = 0.0512, lr_0 = 9.6117e-04
Loss = 2.0906e-03, PNorm = 74.1483, GNorm = 0.0683, lr_0 = 9.6115e-04
Validation prc-auc = 0.029738
Epoch 788
Validation prc-auc = 0.031216
Epoch 789
Validation prc-auc = 0.031609
Epoch 790
Validation prc-auc = 0.031698
Epoch 791
Validation prc-auc = 0.031606
Epoch 792
Loss = 1.8324e-03, PNorm = 74.1675, GNorm = 0.0570, lr_0 = 9.6093e-04
Validation prc-auc = 0.032070
Epoch 793
Validation prc-auc = 0.031864
Epoch 794
Validation prc-auc = 0.032796
Epoch 795
Validation prc-auc = 0.031021
Epoch 796
Validation prc-auc = 0.028532
Epoch 797
Loss = 1.0465e-03, PNorm = 74.2031, GNorm = 0.0422, lr_0 = 9.6067e-04
Validation prc-auc = 0.027770
Epoch 798
Validation prc-auc = 0.026363
Epoch 799
Validation prc-auc = 0.025719
Epoch 800
Validation prc-auc = 0.025562
Epoch 801
Loss = 2.8834e-03, PNorm = 74.2410, GNorm = 0.0996, lr_0 = 9.6045e-04
Loss = 1.5762e-04, PNorm = 74.2434, GNorm = 0.0074, lr_0 = 9.6043e-04
Validation prc-auc = 0.026013
Epoch 802
Validation prc-auc = 0.025148
Epoch 803
Validation prc-auc = 0.024872
Epoch 804
Validation prc-auc = 0.024121
Epoch 805
Validation prc-auc = 0.024805
Epoch 806
Loss = 4.5751e-03, PNorm = 74.2711, GNorm = 0.0926, lr_0 = 9.6019e-04
Loss = 1.7672e-02, PNorm = 74.2747, GNorm = 0.9948, lr_0 = 9.6018e-04
Validation prc-auc = 0.026258
Epoch 807
Validation prc-auc = 0.026587
Epoch 808
Validation prc-auc = 0.027093
Epoch 809
Validation prc-auc = 0.028243
Epoch 810
Validation prc-auc = 0.029238
Epoch 811
Loss = 2.2084e-03, PNorm = 74.3189, GNorm = 0.1238, lr_0 = 9.5996e-04
Validation prc-auc = 0.028911
Epoch 812
Validation prc-auc = 0.028716
Epoch 813
Validation prc-auc = 0.027834
Epoch 814
Validation prc-auc = 0.027292
Epoch 815
Validation prc-auc = 0.027388
Epoch 816
Loss = 3.3945e-03, PNorm = 74.3629, GNorm = 0.1652, lr_0 = 9.5970e-04
Validation prc-auc = 0.027092
Epoch 817
Validation prc-auc = 0.026565
Epoch 818
Validation prc-auc = 0.025967
Epoch 819
Validation prc-auc = 0.026942
Epoch 820
Loss = 1.6948e-02, PNorm = 74.4199, GNorm = 0.5870, lr_0 = 9.5948e-04
Loss = 6.8650e-02, PNorm = 74.4258, GNorm = 3.1027, lr_0 = 9.5946e-04
Validation prc-auc = 0.026495
Epoch 821
Validation prc-auc = 0.025386
Epoch 822
Validation prc-auc = 0.025188
Epoch 823
Validation prc-auc = 0.025514
Epoch 824
Validation prc-auc = 0.025398
Epoch 825
Loss = 1.4547e-02, PNorm = 74.4999, GNorm = 0.5242, lr_0 = 9.5924e-04
Validation prc-auc = 0.025452
Epoch 826
Validation prc-auc = 0.025495
Epoch 827
Validation prc-auc = 0.025652
Epoch 828
Validation prc-auc = 0.026054
Epoch 829
Validation prc-auc = 0.026810
Epoch 830
Loss = 6.3478e-03, PNorm = 74.5479, GNorm = 0.1724, lr_0 = 9.5899e-04
Validation prc-auc = 0.026877
Epoch 831
Validation prc-auc = 0.024925
Epoch 832
Validation prc-auc = 0.023227
Epoch 833
Validation prc-auc = 0.022418
Epoch 834
Loss = 5.6300e-02, PNorm = 74.6968, GNorm = 1.3361, lr_0 = 9.5877e-04
Loss = 4.0009e-03, PNorm = 74.7077, GNorm = 0.1203, lr_0 = 9.5875e-04
Validation prc-auc = 0.022329
Epoch 835
Validation prc-auc = 0.022093
Epoch 836
Validation prc-auc = 0.021870
Epoch 837
Validation prc-auc = 0.021131
Epoch 838
Validation prc-auc = 0.020480
Epoch 839
Loss = 2.6071e-02, PNorm = 74.8992, GNorm = 0.4269, lr_0 = 9.5851e-04
Loss = 6.4603e-04, PNorm = 74.9298, GNorm = 0.0220, lr_0 = 9.5849e-04
Validation prc-auc = 0.020237
Epoch 840
Validation prc-auc = 0.020615
Epoch 841
Validation prc-auc = 0.020816
Epoch 842
Validation prc-auc = 0.018651
Epoch 843
Validation prc-auc = 0.018073
Epoch 844
Loss = 7.0574e-03, PNorm = 75.3075, GNorm = 0.1535, lr_0 = 9.5827e-04
Validation prc-auc = 0.017920
Epoch 845
Validation prc-auc = 0.017828
Epoch 846
Validation prc-auc = 0.017798
Epoch 847
Validation prc-auc = 0.017924
Epoch 848
Validation prc-auc = 0.017898
Epoch 849
Loss = 1.8993e-02, PNorm = 75.5930, GNorm = 0.6109, lr_0 = 9.5802e-04
Validation prc-auc = 0.017863
Epoch 850
Validation prc-auc = 0.017825
Epoch 851
Validation prc-auc = 0.017956
Epoch 852
Validation prc-auc = 0.018130
Epoch 853
Loss = 7.0016e-03, PNorm = 75.7031, GNorm = 0.0604, lr_0 = 9.5780e-04
Loss = 1.4944e-01, PNorm = 75.7065, GNorm = 3.6824, lr_0 = 9.5778e-04
Validation prc-auc = 0.018345
Epoch 854
Validation prc-auc = 0.017938
Epoch 855
Validation prc-auc = 0.017459
Epoch 856
Validation prc-auc = 0.017510
Epoch 857
Validation prc-auc = 0.017590
Epoch 858
Loss = 6.9685e-02, PNorm = 75.7931, GNorm = 0.9980, lr_0 = 9.5754e-04
Validation prc-auc = 0.017699
Epoch 859
Validation prc-auc = 0.017645
Epoch 860
Validation prc-auc = 0.017659
Epoch 861
Validation prc-auc = 0.018012
Epoch 862
Validation prc-auc = 0.018341
Epoch 863
Loss = 4.7309e-03, PNorm = 75.8931, GNorm = 0.2069, lr_0 = 9.5730e-04
Validation prc-auc = 0.018666
Epoch 864
Validation prc-auc = 0.019058
Epoch 865
Validation prc-auc = 0.019369
Epoch 866
Validation prc-auc = 0.019559
Epoch 867
Loss = 1.6919e-02, PNorm = 75.9538, GNorm = 0.9623, lr_0 = 9.5708e-04
Loss = 2.5414e-02, PNorm = 75.9576, GNorm = 2.3214, lr_0 = 9.5707e-04
Validation prc-auc = 0.019570
Epoch 868
Validation prc-auc = 0.019287
Epoch 869
Validation prc-auc = 0.019113
Epoch 870
Validation prc-auc = 0.018928
Epoch 871
Validation prc-auc = 0.018751
Epoch 872
Loss = 1.7725e-02, PNorm = 76.0012, GNorm = 1.3084, lr_0 = 9.5683e-04
Loss = 2.5389e-02, PNorm = 76.0042, GNorm = 0.8746, lr_0 = 9.5681e-04
Validation prc-auc = 0.018861
Epoch 873
Validation prc-auc = 0.019073
Epoch 874
Validation prc-auc = 0.019459
Epoch 875
Validation prc-auc = 0.019603
Epoch 876
Validation prc-auc = 0.019693
Epoch 877
Loss = 5.7110e-02, PNorm = 76.0467, GNorm = 0.8786, lr_0 = 9.5659e-04
Validation prc-auc = 0.019826
Epoch 878
Validation prc-auc = 0.019884
Epoch 879
Validation prc-auc = 0.019947
Epoch 880
Validation prc-auc = 0.020185
Epoch 881
Validation prc-auc = 0.020259
Epoch 882
Loss = 4.7228e-03, PNorm = 76.0761, GNorm = 0.1817, lr_0 = 9.5634e-04
Validation prc-auc = 0.020492
Epoch 883
Validation prc-auc = 0.020521
Epoch 884
Validation prc-auc = 0.020547
Epoch 885
Validation prc-auc = 0.020493
Epoch 886
Loss = 3.3398e-03, PNorm = 76.0924, GNorm = 0.0271, lr_0 = 9.5612e-04
Loss = 5.9102e-04, PNorm = 76.0936, GNorm = 0.0227, lr_0 = 9.5610e-04
Validation prc-auc = 0.020419
Epoch 887
Validation prc-auc = 0.020163
Epoch 888
Validation prc-auc = 0.020033
Epoch 889
Validation prc-auc = 0.020254
Epoch 890
Validation prc-auc = 0.020516
Epoch 891
Loss = 1.3709e-03, PNorm = 76.1071, GNorm = 0.0530, lr_0 = 9.5586e-04
Validation prc-auc = 0.020581
Epoch 892
Validation prc-auc = 0.020750
Epoch 893
Validation prc-auc = 0.020979
Epoch 894
Validation prc-auc = 0.021118
Epoch 895
Validation prc-auc = 0.021446
Epoch 896
Loss = 1.4363e-02, PNorm = 76.1339, GNorm = 0.4261, lr_0 = 9.5563e-04
Validation prc-auc = 0.021363
Epoch 897
Validation prc-auc = 0.021304
Epoch 898
Validation prc-auc = 0.021304
Epoch 899
Validation prc-auc = 0.021225
Epoch 900
Loss = 8.0479e-04, PNorm = 76.1963, GNorm = 0.0151, lr_0 = 9.5541e-04
Loss = 2.5837e-03, PNorm = 76.1999, GNorm = 0.1376, lr_0 = 9.5539e-04
Validation prc-auc = 0.021111
Epoch 901
Validation prc-auc = 0.021400
Epoch 902
Validation prc-auc = 0.021864
Epoch 903
Validation prc-auc = 0.021278
Epoch 904
Validation prc-auc = 0.020192
Epoch 905
Loss = 7.6024e-03, PNorm = 76.3597, GNorm = 0.4315, lr_0 = 9.5515e-04
Loss = 1.6366e-03, PNorm = 76.3866, GNorm = 0.0571, lr_0 = 9.5513e-04
Validation prc-auc = 0.019771
Epoch 906
Validation prc-auc = 0.019525
Epoch 907
Validation prc-auc = 0.019167
Epoch 908
Validation prc-auc = 0.019260
Epoch 909
Validation prc-auc = 0.020146
Epoch 910
Loss = 1.6528e-01, PNorm = 76.7256, GNorm = 2.6732, lr_0 = 9.5491e-04
Validation prc-auc = 0.021395
Epoch 911
Validation prc-auc = 0.023257
Epoch 912
Validation prc-auc = 0.023696
Epoch 913
Validation prc-auc = 0.024554
Epoch 914
Validation prc-auc = 0.025594
Epoch 915
Loss = 1.6515e-02, PNorm = 77.0675, GNorm = 0.4689, lr_0 = 9.5466e-04
Validation prc-auc = 0.025682
Epoch 916
Validation prc-auc = 0.025292
Epoch 917
Validation prc-auc = 0.024958
Epoch 918
Validation prc-auc = 0.024617
Epoch 919
Loss = 1.2198e-02, PNorm = 77.2066, GNorm = 1.0551, lr_0 = 9.5444e-04
Loss = 2.9157e-03, PNorm = 77.2129, GNorm = 0.1184, lr_0 = 9.5442e-04
Validation prc-auc = 0.024549
Epoch 920
Validation prc-auc = 0.024628
Epoch 921
Validation prc-auc = 0.025359
Epoch 922
Validation prc-auc = 0.024878
Epoch 923
Validation prc-auc = 0.024883
Epoch 924
Loss = 3.9774e-02, PNorm = 77.2920, GNorm = 0.9434, lr_0 = 9.5419e-04
Validation prc-auc = 0.024946
Epoch 925
Validation prc-auc = 0.024601
Epoch 926
Validation prc-auc = 0.025281
Epoch 927
Validation prc-auc = 0.025356
Epoch 928
Validation prc-auc = 0.025048
Epoch 929
Loss = 4.5634e-02, PNorm = 77.3741, GNorm = 1.1517, lr_0 = 9.5395e-04
Validation prc-auc = 0.025076
Epoch 930
Validation prc-auc = 0.025230
Epoch 931
Validation prc-auc = 0.024603
Epoch 932
Validation prc-auc = 0.024487
Epoch 933
Loss = 6.9126e-03, PNorm = 77.4276, GNorm = 0.0852, lr_0 = 9.5371e-04
Validation prc-auc = 0.024533
Epoch 934
Validation prc-auc = 0.024352
Epoch 935
Validation prc-auc = 0.024247
Epoch 936
Validation prc-auc = 0.023828
Epoch 937
Validation prc-auc = 0.023596
Epoch 938
Loss = 7.8018e-03, PNorm = 77.4573, GNorm = 0.4886, lr_0 = 9.5348e-04
Loss = 8.8675e-04, PNorm = 77.4585, GNorm = 0.0399, lr_0 = 9.5346e-04
Validation prc-auc = 0.023192
Epoch 939
Validation prc-auc = 0.023039
Epoch 940
Validation prc-auc = 0.022635
Epoch 941
Validation prc-auc = 0.022391
Epoch 942
Validation prc-auc = 0.021993
Epoch 943
Loss = 9.8416e-03, PNorm = 77.4745, GNorm = 0.3230, lr_0 = 9.5324e-04
Validation prc-auc = 0.021468
Epoch 944
Validation prc-auc = 0.020980
Epoch 945
Validation prc-auc = 0.020398
Epoch 946
Validation prc-auc = 0.019872
Epoch 947
Validation prc-auc = 0.019742
Epoch 948
Loss = 1.8823e-03, PNorm = 77.5021, GNorm = 0.0553, lr_0 = 9.5299e-04
Validation prc-auc = 0.019645
Epoch 949
Validation prc-auc = 0.019645
Epoch 950
Validation prc-auc = 0.019610
Epoch 951
Validation prc-auc = 0.019689
Epoch 952
Loss = 4.7417e-03, PNorm = 77.5151, GNorm = 0.1771, lr_0 = 9.5277e-04
Loss = 1.7792e-03, PNorm = 77.5162, GNorm = 0.0938, lr_0 = 9.5275e-04
Validation prc-auc = 0.019790
Epoch 953
Validation prc-auc = 0.019101
Epoch 954
Validation prc-auc = 0.019157
Epoch 955
Validation prc-auc = 0.019275
Epoch 956
Validation prc-auc = 0.019529
Epoch 957
Loss = 5.3067e-03, PNorm = 77.5491, GNorm = 0.1134, lr_0 = 9.5251e-04
Loss = 1.5320e-02, PNorm = 77.5514, GNorm = 0.6648, lr_0 = 9.5250e-04
Validation prc-auc = 0.019868
Epoch 958
Validation prc-auc = 0.020293
Epoch 959
Validation prc-auc = 0.019883
Epoch 960
Validation prc-auc = 0.019654
Epoch 961
Validation prc-auc = 0.019575
Epoch 962
Loss = 2.5316e-02, PNorm = 77.5815, GNorm = 0.9859, lr_0 = 9.5228e-04
Validation prc-auc = 0.019831
Epoch 963
Validation prc-auc = 0.020040
Epoch 964
Validation prc-auc = 0.020298
Epoch 965
Validation prc-auc = 0.020372
Epoch 966
Loss = 4.6513e-03, PNorm = 77.6208, GNorm = 0.0132, lr_0 = 9.5204e-04
Validation prc-auc = 0.020288
Epoch 967
Validation prc-auc = 0.019962
Epoch 968
Validation prc-auc = 0.019798
Epoch 969
Validation prc-auc = 0.019652
Epoch 970
Validation prc-auc = 0.019579
Epoch 971
Loss = 3.5956e-03, PNorm = 77.6591, GNorm = 0.1003, lr_0 = 9.5180e-04
Loss = 1.2215e-03, PNorm = 77.6620, GNorm = 0.0440, lr_0 = 9.5179e-04
Validation prc-auc = 0.019886
Epoch 972
Validation prc-auc = 0.020027
Epoch 973
Validation prc-auc = 0.019979
Epoch 974
Validation prc-auc = 0.020457
Epoch 975
Validation prc-auc = 0.020910
Epoch 976
Loss = 3.8677e-03, PNorm = 77.7020, GNorm = 0.1089, lr_0 = 9.5157e-04
Validation prc-auc = 0.020380
Epoch 977
Validation prc-auc = 0.020071
Epoch 978
Validation prc-auc = 0.020290
Epoch 979
Validation prc-auc = 0.020260
Epoch 980
Validation prc-auc = 0.020236
Epoch 981
Loss = 5.9714e-02, PNorm = 77.7511, GNorm = 1.5459, lr_0 = 9.5132e-04
Validation prc-auc = 0.019928
Epoch 982
Validation prc-auc = 0.019481
Epoch 983
Validation prc-auc = 0.019354
Epoch 984
Validation prc-auc = 0.019435
Epoch 985
Loss = 8.6497e-03, PNorm = 77.7804, GNorm = 0.8146, lr_0 = 9.5110e-04
Loss = 4.6638e-03, PNorm = 77.7829, GNorm = 0.4206, lr_0 = 9.5108e-04
Validation prc-auc = 0.019338
Epoch 986
Validation prc-auc = 0.019233
Epoch 987
Validation prc-auc = 0.019320
Epoch 988
Validation prc-auc = 0.019464
Epoch 989
Validation prc-auc = 0.019584
Epoch 990
Loss = 5.5084e-03, PNorm = 77.8156, GNorm = 0.3586, lr_0 = 9.5084e-04
Loss = 4.5856e-04, PNorm = 77.8177, GNorm = 0.0270, lr_0 = 9.5083e-04
Validation prc-auc = 0.019876
Epoch 991
Validation prc-auc = 0.020140
Epoch 992
Validation prc-auc = 0.019890
Epoch 993
Validation prc-auc = 0.019804
Epoch 994
Validation prc-auc = 0.019806
Epoch 995
Loss = 5.7907e-04, PNorm = 77.8447, GNorm = 0.0178, lr_0 = 9.5061e-04
Validation prc-auc = 0.019797
Epoch 996
Validation prc-auc = 0.019761
Epoch 997
Validation prc-auc = 0.019686
Epoch 998
Validation prc-auc = 0.019656
Epoch 999
Loss = 3.2500e-03, PNorm = 77.8677, GNorm = 0.0015, lr_0 = 9.5037e-04
Validation prc-auc = 0.019696
Epoch 1000
Validation prc-auc = 0.019572
Epoch 1001
Validation prc-auc = 0.019636
Epoch 1002
Validation prc-auc = 0.019511
Epoch 1003
Validation prc-auc = 0.019743
Epoch 1004
Loss = 1.6953e-02, PNorm = 77.9034, GNorm = 0.8304, lr_0 = 9.5014e-04
Loss = 3.7130e-03, PNorm = 77.9074, GNorm = 0.2721, lr_0 = 9.5012e-04
Validation prc-auc = 0.019927
Epoch 1005
Validation prc-auc = 0.020016
Epoch 1006
Validation prc-auc = 0.019560
Epoch 1007
Validation prc-auc = 0.019391
Epoch 1008
Validation prc-auc = 0.019485
Epoch 1009
Loss = 4.1833e-03, PNorm = 77.9620, GNorm = 0.1745, lr_0 = 9.4990e-04
Validation prc-auc = 0.019539
Epoch 1010
Validation prc-auc = 0.019434
Epoch 1011
Validation prc-auc = 0.019508
Epoch 1012
Validation prc-auc = 0.019605
Epoch 1013
Validation prc-auc = 0.019811
Epoch 1014
Loss = 8.5979e-03, PNorm = 78.0053, GNorm = 0.3600, lr_0 = 9.4965e-04
Validation prc-auc = 0.020037
Epoch 1015
Validation prc-auc = 0.019902
Epoch 1016
Validation prc-auc = 0.019598
Epoch 1017
Validation prc-auc = 0.019548
Epoch 1018
Loss = 5.7810e-03, PNorm = 78.0186, GNorm = 0.2676, lr_0 = 9.4943e-04
Loss = 8.0799e-04, PNorm = 78.0198, GNorm = 0.0517, lr_0 = 9.4941e-04
Validation prc-auc = 0.019435
Epoch 1019
Validation prc-auc = 0.019434
Epoch 1020
Validation prc-auc = 0.019349
Epoch 1021
Validation prc-auc = 0.019385
Epoch 1022
Validation prc-auc = 0.019500
Epoch 1023
Loss = 1.0085e-03, PNorm = 78.0411, GNorm = 0.0161, lr_0 = 9.4918e-04
Loss = 5.2051e-05, PNorm = 78.0423, GNorm = 0.0018, lr_0 = 9.4916e-04
Validation prc-auc = 0.019680
Epoch 1024
Validation prc-auc = 0.019874
Epoch 1025
Validation prc-auc = 0.020027
Epoch 1026
Validation prc-auc = 0.020069
Epoch 1027
Validation prc-auc = 0.020104
Epoch 1028
Loss = 4.0585e-03, PNorm = 78.0609, GNorm = 0.3381, lr_0 = 9.4894e-04
Validation prc-auc = 0.020005
Epoch 1029
Validation prc-auc = 0.019366
Epoch 1030
Validation prc-auc = 0.019038
Epoch 1031
Validation prc-auc = 0.018733
Epoch 1032
Validation prc-auc = 0.017734
Epoch 1033
Loss = 1.0647e-03, PNorm = 78.0886, GNorm = 0.0425, lr_0 = 9.4869e-04
Validation prc-auc = 0.016931
Epoch 1034
Validation prc-auc = 0.015991
Epoch 1035
Validation prc-auc = 0.016240
Epoch 1036
Validation prc-auc = 0.016932
Epoch 1037
Loss = 2.4239e-03, PNorm = 78.1263, GNorm = 0.1206, lr_0 = 9.4847e-04
Loss = 9.0597e-06, PNorm = 78.1289, GNorm = 0.0005, lr_0 = 9.4845e-04
Validation prc-auc = 0.017794
Epoch 1038
Validation prc-auc = 0.018431
Epoch 1039
Validation prc-auc = 0.018467
Epoch 1040
Validation prc-auc = 0.018733
Epoch 1041
Validation prc-auc = 0.020364
Epoch 1042
Loss = 6.2530e-03, PNorm = 78.1816, GNorm = 0.2814, lr_0 = 9.4823e-04
Validation prc-auc = 0.022235
Epoch 1043
Validation prc-auc = 0.024973
Epoch 1044
Validation prc-auc = 0.025304
Epoch 1045
Validation prc-auc = 0.023528
Epoch 1046
Validation prc-auc = 0.022985
Epoch 1047
Loss = 1.7426e-02, PNorm = 78.3765, GNorm = 0.6624, lr_0 = 9.4798e-04
Validation prc-auc = 0.022478
Epoch 1048
Validation prc-auc = 0.022290
Epoch 1049
Validation prc-auc = 0.021776
Epoch 1050
Validation prc-auc = 0.021596
Epoch 1051
Loss = 4.5288e-02, PNorm = 78.5170, GNorm = 0.1373, lr_0 = 9.4776e-04
Loss = 1.2248e-02, PNorm = 78.5290, GNorm = 0.5014, lr_0 = 9.4775e-04
Validation prc-auc = 0.020819
Epoch 1052
Validation prc-auc = 0.020205
Epoch 1053
Validation prc-auc = 0.019895
Epoch 1054
Validation prc-auc = 0.020875
Epoch 1055
Validation prc-auc = 0.021526
Epoch 1056
Loss = 1.5401e-01, PNorm = 78.6859, GNorm = 1.5066, lr_0 = 9.4751e-04
Loss = 4.5222e-03, PNorm = 78.6972, GNorm = 0.1697, lr_0 = 9.4749e-04
Validation prc-auc = 0.021846
Epoch 1057
Validation prc-auc = 0.022175
Epoch 1058
Validation prc-auc = 0.022953
Epoch 1059
Validation prc-auc = 0.023874
Epoch 1060
Validation prc-auc = 0.025231
Epoch 1061
Loss = 5.1574e-01, PNorm = 78.8514, GNorm = 9.9317, lr_0 = 9.4728e-04
Validation prc-auc = 0.021637
Epoch 1062
Validation prc-auc = 0.019173
Epoch 1063
Validation prc-auc = 0.018088
Epoch 1064
Validation prc-auc = 0.017213
Epoch 1065
Validation prc-auc = 0.016728
Epoch 1066
Loss = 9.3007e-03, PNorm = 79.0746, GNorm = 0.2375, lr_0 = 9.4702e-04
Validation prc-auc = 0.016937
Epoch 1067
Validation prc-auc = 0.017189
Epoch 1068
Validation prc-auc = 0.017350
Epoch 1069
Validation prc-auc = 0.017450
Epoch 1070
Loss = 3.1959e-02, PNorm = 79.1733, GNorm = 0.8779, lr_0 = 9.4681e-04
Loss = 2.8114e-02, PNorm = 79.1788, GNorm = 0.8295, lr_0 = 9.4679e-04
Validation prc-auc = 0.017559
Epoch 1071
Validation prc-auc = 0.017630
Epoch 1072
Validation prc-auc = 0.017273
Epoch 1073
Validation prc-auc = 0.016698
Epoch 1074
Validation prc-auc = 0.017263
Epoch 1075
Loss = 6.1094e-02, PNorm = 79.2928, GNorm = 1.7062, lr_0 = 9.4657e-04
Validation prc-auc = 0.018572
Epoch 1076
Validation prc-auc = 0.018579
Epoch 1077
Validation prc-auc = 0.017932
Epoch 1078
Validation prc-auc = 0.020166
Epoch 1079
Validation prc-auc = 0.023535
Epoch 1080
Loss = 2.2439e-02, PNorm = 79.6090, GNorm = 0.8368, lr_0 = 9.4632e-04
Validation prc-auc = 0.024210
Epoch 1081
Validation prc-auc = 0.024592
Epoch 1082
Validation prc-auc = 0.024918
Epoch 1083
Validation prc-auc = 0.025130
Epoch 1084
Loss = 3.0278e-02, PNorm = 79.8482, GNorm = 0.6052, lr_0 = 9.4610e-04
Loss = 1.3216e-02, PNorm = 79.8630, GNorm = 0.5020, lr_0 = 9.4608e-04
Validation prc-auc = 0.025299
Epoch 1085
Validation prc-auc = 0.025641
Epoch 1086
Validation prc-auc = 0.026049
Epoch 1087
Validation prc-auc = 0.026551
Epoch 1088
Validation prc-auc = 0.027368
Epoch 1089
Loss = 6.4814e-02, PNorm = 80.0005, GNorm = 0.8731, lr_0 = 9.4585e-04
Loss = 6.0455e-03, PNorm = 80.0091, GNorm = 0.2390, lr_0 = 9.4583e-04
Validation prc-auc = 0.027862
Epoch 1090
Validation prc-auc = 0.028506
Epoch 1091
Validation prc-auc = 0.029199
Epoch 1092
Validation prc-auc = 0.030820
Epoch 1093
Validation prc-auc = 0.030186
Epoch 1094
Loss = 2.9991e-01, PNorm = 80.1396, GNorm = 6.5832, lr_0 = 9.4561e-04
Validation prc-auc = 0.026376
Epoch 1095
Validation prc-auc = 0.026858
Epoch 1096
Validation prc-auc = 0.027153
Epoch 1097
Validation prc-auc = 0.027601
Epoch 1098
Validation prc-auc = 0.026969
Epoch 1099
Loss = 1.5829e-01, PNorm = 80.7386, GNorm = 1.5114, lr_0 = 9.4536e-04
Validation prc-auc = 0.025386
Epoch 1100
Validation prc-auc = 0.024933
Epoch 1101
Validation prc-auc = 0.023787
Epoch 1102
Validation prc-auc = 0.023303
Epoch 1103
Loss = 1.3074e-01, PNorm = 81.0602, GNorm = 2.1964, lr_0 = 9.4515e-04
Loss = 1.2284e-03, PNorm = 81.0842, GNorm = 0.0402, lr_0 = 9.4513e-04
Validation prc-auc = 0.021292
Epoch 1104
Validation prc-auc = 0.021044
Epoch 1105
Validation prc-auc = 0.021806
Epoch 1106
Validation prc-auc = 0.022852
Epoch 1107
Validation prc-auc = 0.023718
Epoch 1108
Loss = 5.6917e-02, PNorm = 81.4217, GNorm = 1.2624, lr_0 = 9.4489e-04
Validation prc-auc = 0.025053
Epoch 1109
Validation prc-auc = 0.026341
Epoch 1110
Validation prc-auc = 0.027271
Epoch 1111
Validation prc-auc = 0.027625
Epoch 1112
Validation prc-auc = 0.027550
Epoch 1113
Loss = 1.3873e-01, PNorm = 81.6517, GNorm = 1.1977, lr_0 = 9.4466e-04
Validation prc-auc = 0.027515
Epoch 1114
Validation prc-auc = 0.027227
Epoch 1115
Validation prc-auc = 0.026549
Epoch 1116
Validation prc-auc = 0.025459
Epoch 1117
Loss = 5.0979e-02, PNorm = 81.7617, GNorm = 0.1860, lr_0 = 9.4444e-04
Loss = 4.7929e-01, PNorm = 81.7683, GNorm = 11.9444, lr_0 = 9.4443e-04
Validation prc-auc = 0.024300
Epoch 1118
Validation prc-auc = 0.023467
Epoch 1119
Validation prc-auc = 0.027367
Epoch 1120
Validation prc-auc = 0.027069
Epoch 1121
Validation prc-auc = 0.026408
Epoch 1122
Loss = 3.3023e-01, PNorm = 82.0296, GNorm = 3.7961, lr_0 = 9.4419e-04
Loss = 3.7712e-03, PNorm = 82.0515, GNorm = 0.1522, lr_0 = 9.4417e-04
Validation prc-auc = 0.029120
Epoch 1123
Validation prc-auc = 0.029650
Epoch 1124
Validation prc-auc = 0.028818
Epoch 1125
Validation prc-auc = 0.028147
Epoch 1126
Validation prc-auc = 0.027291
Epoch 1127
Loss = 8.6351e-03, PNorm = 82.3599, GNorm = 0.1645, lr_0 = 9.4396e-04
Validation prc-auc = 0.027094
Epoch 1128
Validation prc-auc = 0.026459
Epoch 1129
Validation prc-auc = 0.025504
Epoch 1130
Validation prc-auc = 0.024914
Epoch 1131
Validation prc-auc = 0.025094
Epoch 1132
Loss = 4.6417e-02, PNorm = 82.5625, GNorm = 0.9843, lr_0 = 9.4371e-04
Validation prc-auc = 0.025260
Epoch 1133
Validation prc-auc = 0.025595
Epoch 1134
Validation prc-auc = 0.025709
Epoch 1135
Validation prc-auc = 0.026056
Epoch 1136
Loss = 1.0281e-01, PNorm = 82.6846, GNorm = 1.2806, lr_0 = 9.4349e-04
Loss = 7.8403e-04, PNorm = 82.6904, GNorm = 0.0263, lr_0 = 9.4347e-04
Validation prc-auc = 0.026045
Epoch 1137
Validation prc-auc = 0.025946
Epoch 1138
Validation prc-auc = 0.025625
Epoch 1139
Validation prc-auc = 0.025609
Epoch 1140
Validation prc-auc = 0.025638
Epoch 1141
Loss = 5.4703e-03, PNorm = 82.7528, GNorm = 0.2117, lr_0 = 9.4324e-04
Validation prc-auc = 0.025724
Epoch 1142
Validation prc-auc = 0.025883
Epoch 1143
Validation prc-auc = 0.026059
Epoch 1144
Validation prc-auc = 0.026206
Epoch 1145
Validation prc-auc = 0.026195
Epoch 1146
Loss = 5.3989e-03, PNorm = 82.7886, GNorm = 0.1668, lr_0 = 9.4300e-04
Validation prc-auc = 0.026369
Epoch 1147
Validation prc-auc = 0.026783
Epoch 1148
Validation prc-auc = 0.026799
Epoch 1149
Validation prc-auc = 0.026449
Epoch 1150
Loss = 2.3806e-02, PNorm = 82.8515, GNorm = 0.8574, lr_0 = 9.4279e-04
Loss = 9.7618e-04, PNorm = 82.8562, GNorm = 0.0402, lr_0 = 9.4277e-04
Validation prc-auc = 0.026550
Epoch 1151
Validation prc-auc = 0.026492
Epoch 1152
Validation prc-auc = 0.026634
Epoch 1153
Validation prc-auc = 0.026726
Epoch 1154
Validation prc-auc = 0.026310
Epoch 1155
Loss = 4.0823e-03, PNorm = 82.9054, GNorm = 0.0995, lr_0 = 9.4253e-04
Loss = 1.0221e-03, PNorm = 82.9081, GNorm = 0.0371, lr_0 = 9.4252e-04
Validation prc-auc = 0.026099
Epoch 1156
Validation prc-auc = 0.026127
Epoch 1157
Validation prc-auc = 0.026570
Epoch 1158
Validation prc-auc = 0.026346
Epoch 1159
Validation prc-auc = 0.026348
Epoch 1160
Loss = 3.5620e-02, PNorm = 83.0585, GNorm = 0.9804, lr_0 = 9.4230e-04
Validation prc-auc = 0.026296
Epoch 1161
Validation prc-auc = 0.026637
Epoch 1162
Validation prc-auc = 0.026699
Epoch 1163
Validation prc-auc = 0.026597
Epoch 1164
Validation prc-auc = 0.026665
Epoch 1165
Loss = 4.9215e-02, PNorm = 83.3367, GNorm = 0.9466, lr_0 = 9.4205e-04
Validation prc-auc = 0.027124
Epoch 1166
Validation prc-auc = 0.027720
Epoch 1167
Validation prc-auc = 0.027609
Epoch 1168
Validation prc-auc = 0.027208
Epoch 1169
Loss = 1.0960e-02, PNorm = 83.4985, GNorm = 0.3563, lr_0 = 9.4183e-04
Loss = 2.2175e-03, PNorm = 83.5089, GNorm = 0.0708, lr_0 = 9.4182e-04
Validation prc-auc = 0.026358
Epoch 1170
Validation prc-auc = 0.025874
Epoch 1171
Validation prc-auc = 0.025686
Epoch 1172
Validation prc-auc = 0.025973
Epoch 1173
Validation prc-auc = 0.026323
Epoch 1174
Loss = 8.3530e-03, PNorm = 83.6027, GNorm = 0.2664, lr_0 = 9.4158e-04
Validation prc-auc = 0.025771
Epoch 1175
Validation prc-auc = 0.025546
Epoch 1176
Validation prc-auc = 0.024447
Epoch 1177
Validation prc-auc = 0.024600
Epoch 1178
Validation prc-auc = 0.024713
Epoch 1179
Loss = 1.8685e-03, PNorm = 83.7691, GNorm = 0.0710, lr_0 = 9.4135e-04
Validation prc-auc = 0.024686
Epoch 1180
Validation prc-auc = 0.024888
Epoch 1181
Validation prc-auc = 0.024488
Epoch 1182
Validation prc-auc = 0.023756
Epoch 1183
Loss = 8.1845e-02, PNorm = 83.9048, GNorm = 0.0077, lr_0 = 9.4112e-04
Validation prc-auc = 0.022554
Epoch 1184
Validation prc-auc = 0.023104
Epoch 1185
Validation prc-auc = 0.023561
Epoch 1186
Validation prc-auc = 0.023745
Epoch 1187
Validation prc-auc = 0.024331
Epoch 1188
Loss = 8.1705e-02, PNorm = 84.0180, GNorm = 1.8938, lr_0 = 9.4088e-04
Loss = 1.9809e-04, PNorm = 84.0246, GNorm = 0.0073, lr_0 = 9.4087e-04
Validation prc-auc = 0.025676
Epoch 1189
Validation prc-auc = 0.027428
Epoch 1190
Validation prc-auc = 0.028332
Epoch 1191
Validation prc-auc = 0.028199
Epoch 1192
Validation prc-auc = 0.026985
Epoch 1193
Loss = 4.1026e-03, PNorm = 84.0969, GNorm = 0.1629, lr_0 = 9.4065e-04
Validation prc-auc = 0.025847
Epoch 1194
Validation prc-auc = 0.025811
Epoch 1195
Validation prc-auc = 0.025703
Epoch 1196
Validation prc-auc = 0.025764
Epoch 1197
Validation prc-auc = 0.024452
Epoch 1198
Loss = 8.9755e-03, PNorm = 84.1637, GNorm = 0.3138, lr_0 = 9.4040e-04
Validation prc-auc = 0.024394
Epoch 1199
Validation prc-auc = 0.025488
Epoch 1200
Validation prc-auc = 0.025958
Epoch 1201
Validation prc-auc = 0.026976
Epoch 1202
Loss = 3.5870e-02, PNorm = 84.2306, GNorm = 1.1463, lr_0 = 9.4018e-04
Loss = 3.4190e-02, PNorm = 84.2340, GNorm = 1.5763, lr_0 = 9.4016e-04
Validation prc-auc = 0.027797
Epoch 1203
Validation prc-auc = 0.028310
Epoch 1204
Validation prc-auc = 0.028593
Epoch 1205
Validation prc-auc = 0.028781
Epoch 1206
Validation prc-auc = 0.029560
Epoch 1207
Loss = 9.8286e-02, PNorm = 84.2713, GNorm = 0.2262, lr_0 = 9.3993e-04
Loss = 1.0086e-02, PNorm = 84.2739, GNorm = 0.5048, lr_0 = 9.3991e-04
Validation prc-auc = 0.029624
Epoch 1208
Validation prc-auc = 0.029730
Epoch 1209
Validation prc-auc = 0.029762
Epoch 1210
Validation prc-auc = 0.029549
Epoch 1211
Validation prc-auc = 0.029760
Epoch 1212
Loss = 4.4609e-03, PNorm = 84.3149, GNorm = 0.1300, lr_0 = 9.3970e-04
Validation prc-auc = 0.030067
Epoch 1213
Validation prc-auc = 0.027559
Epoch 1214
Validation prc-auc = 0.026330
Epoch 1215
Validation prc-auc = 0.025646
Epoch 1216
Loss = 4.9761e-03, PNorm = 84.4085, GNorm = 0.0144, lr_0 = 9.3946e-04
Validation prc-auc = 0.025432
Epoch 1217
Validation prc-auc = 0.025333
Epoch 1218
Validation prc-auc = 0.025443
Epoch 1219
Validation prc-auc = 0.025493
Epoch 1220
Validation prc-auc = 0.025347
Epoch 1221
Loss = 1.4849e-02, PNorm = 84.4693, GNorm = 0.7649, lr_0 = 9.3923e-04
Loss = 1.1927e-04, PNorm = 84.4718, GNorm = 0.0050, lr_0 = 9.3922e-04
Validation prc-auc = 0.025623
Epoch 1222
Validation prc-auc = 0.025884
Epoch 1223
Validation prc-auc = 0.026159
Epoch 1224
Validation prc-auc = 0.026279
Epoch 1225
Validation prc-auc = 0.026305
Epoch 1226
Loss = 8.0812e-03, PNorm = 84.5111, GNorm = 0.2117, lr_0 = 9.3900e-04
Validation prc-auc = 0.026522
Epoch 1227
Validation prc-auc = 0.026596
Epoch 1228
Validation prc-auc = 0.026531
Epoch 1229
Validation prc-auc = 0.027116
Epoch 1230
Validation prc-auc = 0.027928
Epoch 1231
Loss = 3.0012e-03, PNorm = 84.5433, GNorm = 0.0824, lr_0 = 9.3875e-04
Validation prc-auc = 0.028445
Epoch 1232
Validation prc-auc = 0.029018
Epoch 1233
Validation prc-auc = 0.028582
Epoch 1234
Validation prc-auc = 0.028444
Epoch 1235
Loss = 5.4772e-03, PNorm = 84.5628, GNorm = 0.2107, lr_0 = 9.3853e-04
Loss = 7.0101e-03, PNorm = 84.5658, GNorm = 0.2539, lr_0 = 9.3852e-04
Validation prc-auc = 0.028329
Epoch 1236
Validation prc-auc = 0.028439
Epoch 1237
Validation prc-auc = 0.028664
Epoch 1238
Validation prc-auc = 0.029131
Epoch 1239
Validation prc-auc = 0.030070
Epoch 1240
Loss = 7.6521e-02, PNorm = 84.6174, GNorm = 2.6453, lr_0 = 9.3828e-04
Loss = 5.3182e-05, PNorm = 84.6189, GNorm = 0.0036, lr_0 = 9.3827e-04
Validation prc-auc = 0.029519
Epoch 1241
Validation prc-auc = 0.029599
Epoch 1242
Validation prc-auc = 0.030236
Epoch 1243
Validation prc-auc = 0.030213
Epoch 1244
Validation prc-auc = 0.030385
Epoch 1245
Loss = 6.4948e-03, PNorm = 84.6449, GNorm = 0.2438, lr_0 = 9.3805e-04
Validation prc-auc = 0.030612
Epoch 1246
Validation prc-auc = 0.030816
Epoch 1247
Validation prc-auc = 0.031247
Epoch 1248
Validation prc-auc = 0.031390
Epoch 1249
Loss = 2.0185e-03, PNorm = 84.6751, GNorm = 0.0307, lr_0 = 9.3782e-04
Validation prc-auc = 0.031407
Epoch 1250
Validation prc-auc = 0.031428
Epoch 1251
Validation prc-auc = 0.031473
Epoch 1252
Validation prc-auc = 0.031536
Epoch 1253
Validation prc-auc = 0.031358
Epoch 1254
Loss = 4.4967e-04, PNorm = 84.6938, GNorm = 0.0058, lr_0 = 9.3758e-04
Loss = 1.9533e-03, PNorm = 84.6951, GNorm = 0.0885, lr_0 = 9.3757e-04
Validation prc-auc = 0.030650
Epoch 1255
Validation prc-auc = 0.029577
Epoch 1256
Validation prc-auc = 0.029211
Epoch 1257
Validation prc-auc = 0.027968
Epoch 1258
Validation prc-auc = 0.026995
Epoch 1259
Loss = 1.3538e-01, PNorm = 84.7528, GNorm = 3.3384, lr_0 = 9.3735e-04
Validation prc-auc = 0.027246
Epoch 1260
Validation prc-auc = 0.025269
Epoch 1261
Validation prc-auc = 0.023716
Epoch 1262
Validation prc-auc = 0.023032
Epoch 1263
Validation prc-auc = 0.023518
Epoch 1264
Loss = 1.0073e-02, PNorm = 85.0485, GNorm = 0.4060, lr_0 = 9.3710e-04
Validation prc-auc = 0.024430
Epoch 1265
Validation prc-auc = 0.025872
Epoch 1266
Validation prc-auc = 0.026909
Epoch 1267
Validation prc-auc = 0.027485
Epoch 1268
Loss = 1.1195e-02, PNorm = 85.2517, GNorm = 0.4120, lr_0 = 9.3689e-04
Loss = 9.1531e-04, PNorm = 85.2620, GNorm = 0.0346, lr_0 = 9.3687e-04
Validation prc-auc = 0.027290
Epoch 1269
Validation prc-auc = 0.027869
Epoch 1270
Validation prc-auc = 0.027737
Epoch 1271
Validation prc-auc = 0.027471
Epoch 1272
Validation prc-auc = 0.026531
Epoch 1273
Loss = 6.4675e-03, PNorm = 85.3623, GNorm = 0.1371, lr_0 = 9.3664e-04
Loss = 6.0341e-03, PNorm = 85.3679, GNorm = 0.2656, lr_0 = 9.3662e-04
Validation prc-auc = 0.025216
Epoch 1274
Validation prc-auc = 0.024591
Epoch 1275
Validation prc-auc = 0.024212
Epoch 1276
Validation prc-auc = 0.024064
Epoch 1277
Validation prc-auc = 0.023854
Epoch 1278
Loss = 5.3250e-03, PNorm = 85.4316, GNorm = 0.1475, lr_0 = 9.3641e-04
Validation prc-auc = 0.023861
Epoch 1279
Validation prc-auc = 0.023758
Epoch 1280
Validation prc-auc = 0.023826
Epoch 1281
Validation prc-auc = 0.024014
Epoch 1282
Validation prc-auc = 0.024141
Epoch 1283
Loss = 1.2567e-01, PNorm = 85.4729, GNorm = 1.0510, lr_0 = 9.3616e-04
Validation prc-auc = 0.024615
Epoch 1284
Validation prc-auc = 0.025149
Epoch 1285
Validation prc-auc = 0.025050
Epoch 1286
Validation prc-auc = 0.024525
Epoch 1287
Loss = 7.8956e-02, PNorm = 85.5924, GNorm = 0.0186, lr_0 = 9.3594e-04
Loss = 6.9203e-04, PNorm = 85.6004, GNorm = 0.0219, lr_0 = 9.3592e-04
Validation prc-auc = 0.025043
Epoch 1288
Validation prc-auc = 0.025935
Epoch 1289
Validation prc-auc = 0.026281
Epoch 1290
Validation prc-auc = 0.026928
Epoch 1291
Validation prc-auc = 0.027484
Epoch 1292
Loss = 5.1307e-03, PNorm = 85.6621, GNorm = 0.1683, lr_0 = 9.3571e-04
Validation prc-auc = 0.028387
Epoch 1293
Validation prc-auc = 0.028000
Epoch 1294
Validation prc-auc = 0.027497
Epoch 1295
Validation prc-auc = 0.027457
Epoch 1296
Validation prc-auc = 0.027076
Epoch 1297
Loss = 1.4369e-03, PNorm = 85.7199, GNorm = 0.0392, lr_0 = 9.3546e-04
Validation prc-auc = 0.027040
Epoch 1298
Validation prc-auc = 0.026771
Epoch 1299
Validation prc-auc = 0.026614
Epoch 1300
Validation prc-auc = 0.026534
Epoch 1301
Loss = 5.3763e-04, PNorm = 85.7434, GNorm = 0.0150, lr_0 = 9.3524e-04
Loss = 5.8702e-05, PNorm = 85.7448, GNorm = 0.0022, lr_0 = 9.3523e-04
Validation prc-auc = 0.026036
Epoch 1302
Validation prc-auc = 0.025938
Epoch 1303
Validation prc-auc = 0.025864
Epoch 1304
Validation prc-auc = 0.025757
Epoch 1305
Validation prc-auc = 0.025499
Epoch 1306
Loss = 1.4265e-02, PNorm = 85.7658, GNorm = 0.9448, lr_0 = 9.3499e-04
Loss = 1.0133e-06, PNorm = 85.7667, GNorm = 0.0000, lr_0 = 9.3498e-04
Validation prc-auc = 0.025525
Epoch 1307
Validation prc-auc = 0.025258
Epoch 1308
Validation prc-auc = 0.024986
Epoch 1309
Validation prc-auc = 0.024740
Epoch 1310
Validation prc-auc = 0.024725
Epoch 1311
Loss = 1.0828e-02, PNorm = 85.7771, GNorm = 0.3858, lr_0 = 9.3476e-04
Validation prc-auc = 0.024676
Epoch 1312
Validation prc-auc = 0.024606
Epoch 1313
Validation prc-auc = 0.024496
Epoch 1314
Validation prc-auc = 0.024467
Epoch 1315
Validation prc-auc = 0.024503
Epoch 1316
Loss = 5.2737e-04, PNorm = 85.7921, GNorm = 0.0133, lr_0 = 9.3451e-04
Validation prc-auc = 0.024571
Epoch 1317
Validation prc-auc = 0.024499
Epoch 1318
Validation prc-auc = 0.024312
Epoch 1319
Validation prc-auc = 0.024267
Epoch 1320
Loss = 4.3238e-04, PNorm = 85.8022, GNorm = 0.0145, lr_0 = 9.3430e-04
Loss = 2.9911e-04, PNorm = 85.8028, GNorm = 0.0125, lr_0 = 9.3428e-04
Validation prc-auc = 0.024215
Epoch 1321
Validation prc-auc = 0.024183
Epoch 1322
Validation prc-auc = 0.024140
Epoch 1323
Validation prc-auc = 0.024083
Epoch 1324
Validation prc-auc = 0.024022
Epoch 1325
Loss = 2.0642e-03, PNorm = 85.8082, GNorm = 0.0751, lr_0 = 9.3407e-04
Validation prc-auc = 0.024210
Epoch 1326
Validation prc-auc = 0.024092
Epoch 1327
Validation prc-auc = 0.024144
Epoch 1328
Validation prc-auc = 0.024054
Epoch 1329
Validation prc-auc = 0.024127
Epoch 1330
Loss = 3.4370e-04, PNorm = 85.8108, GNorm = 0.0085, lr_0 = 9.3382e-04
Validation prc-auc = 0.023989
Epoch 1331
Validation prc-auc = 0.023358
Epoch 1332
Validation prc-auc = 0.023109
Epoch 1333
Validation prc-auc = 0.022977
Epoch 1334
Loss = 4.4375e-03, PNorm = 85.8077, GNorm = 0.2275, lr_0 = 9.3360e-04
Loss = 7.0388e-04, PNorm = 85.8089, GNorm = 0.0256, lr_0 = 9.3359e-04
Validation prc-auc = 0.022546
Epoch 1335
Validation prc-auc = 0.022554
Epoch 1336
Validation prc-auc = 0.022365
Epoch 1337
Validation prc-auc = 0.022309
Epoch 1338
Validation prc-auc = 0.022311
Epoch 1339
Loss = 7.2736e-04, PNorm = 85.8229, GNorm = 0.0308, lr_0 = 9.3336e-04
Loss = 1.2685e-04, PNorm = 85.8243, GNorm = 0.0053, lr_0 = 9.3334e-04
Validation prc-auc = 0.022115
Epoch 1340
Validation prc-auc = 0.022095
Epoch 1341
Validation prc-auc = 0.022182
Epoch 1342
Validation prc-auc = 0.022179
Epoch 1343
Validation prc-auc = 0.022379
Epoch 1344
Loss = 4.4412e-03, PNorm = 85.8306, GNorm = 0.2065, lr_0 = 9.3312e-04
Validation prc-auc = 0.022437
Epoch 1345
Validation prc-auc = 0.022473
Epoch 1346
Validation prc-auc = 0.022530
Epoch 1347
Validation prc-auc = 0.022420
Epoch 1348
Validation prc-auc = 0.022401
Epoch 1349
Loss = 1.2337e-02, PNorm = 85.8341, GNorm = 0.2712, lr_0 = 9.3288e-04
Validation prc-auc = 0.022290
Epoch 1350
Validation prc-auc = 0.022567
Epoch 1351
Validation prc-auc = 0.022714
Epoch 1352
Validation prc-auc = 0.022989
Epoch 1353
Loss = 5.6312e-03, PNorm = 85.8501, GNorm = 0.0747, lr_0 = 9.3266e-04
Loss = 4.3362e-03, PNorm = 85.8516, GNorm = 0.1687, lr_0 = 9.3264e-04
Validation prc-auc = 0.023174
Epoch 1354
Validation prc-auc = 0.023196
Epoch 1355
Validation prc-auc = 0.023116
Epoch 1356
Validation prc-auc = 0.023041
Epoch 1357
Validation prc-auc = 0.022642
Epoch 1358
Loss = 8.5259e-04, PNorm = 85.8733, GNorm = 0.0050, lr_0 = 9.3241e-04
Validation prc-auc = 0.022109
Epoch 1359
Validation prc-auc = 0.021800
Epoch 1360
Validation prc-auc = 0.021608
Epoch 1361
Validation prc-auc = 0.021411
Epoch 1362
Validation prc-auc = 0.021088
Epoch 1363
Loss = 2.1157e-04, PNorm = 85.8921, GNorm = 0.0048, lr_0 = 9.3218e-04
Validation prc-auc = 0.021130
Epoch 1364
Validation prc-auc = 0.020485
Epoch 1365
Validation prc-auc = 0.019895
Epoch 1366
Validation prc-auc = 0.019992
Epoch 1367
Loss = 9.1309e-03, PNorm = 85.9195, GNorm = 0.1107, lr_0 = 9.3197e-04
Loss = 2.7278e-04, PNorm = 85.9238, GNorm = 0.0116, lr_0 = 9.3195e-04
Validation prc-auc = 0.020284
Epoch 1368
Validation prc-auc = 0.020527
Epoch 1369
Validation prc-auc = 0.021123
Epoch 1370
Validation prc-auc = 0.022313
Epoch 1371
Validation prc-auc = 0.022569
Epoch 1372
Loss = 3.5432e-02, PNorm = 86.0101, GNorm = 1.5391, lr_0 = 9.3172e-04
Loss = 9.7743e-03, PNorm = 86.0188, GNorm = 0.4321, lr_0 = 9.3170e-04
Validation prc-auc = 0.022417
Epoch 1373
Validation prc-auc = 0.022217
Epoch 1374
Validation prc-auc = 0.022162
Epoch 1375
Validation prc-auc = 0.022074
Epoch 1376
Validation prc-auc = 0.022053
Epoch 1377
Loss = 3.8897e-04, PNorm = 86.1021, GNorm = 0.0092, lr_0 = 9.3149e-04
Validation prc-auc = 0.021993
Epoch 1378
Validation prc-auc = 0.021959
Epoch 1379
Validation prc-auc = 0.021726
Epoch 1380
Validation prc-auc = 0.021693
Epoch 1381
Validation prc-auc = 0.021624
Epoch 1382
Loss = 4.0180e-03, PNorm = 86.1371, GNorm = 0.0810, lr_0 = 9.3124e-04
Validation prc-auc = 0.021600
Epoch 1383
Validation prc-auc = 0.021732
Epoch 1384
Validation prc-auc = 0.021509
Epoch 1385
Validation prc-auc = 0.021219
Epoch 1386
Loss = 3.8641e-03, PNorm = 86.1543, GNorm = 0.1171, lr_0 = 9.3102e-04
Loss = 2.9160e-02, PNorm = 86.1564, GNorm = 1.4394, lr_0 = 9.3101e-04
Validation prc-auc = 0.020933
Epoch 1387
Validation prc-auc = 0.020767
Epoch 1388
Validation prc-auc = 0.020490
Epoch 1389
Validation prc-auc = 0.020324
Epoch 1390
Validation prc-auc = 0.020165
Epoch 1391
Loss = 5.3875e-02, PNorm = 86.1857, GNorm = 0.9974, lr_0 = 9.3078e-04
Validation prc-auc = 0.020093
Epoch 1392
Validation prc-auc = 0.020818
Epoch 1393
Validation prc-auc = 0.021830
Epoch 1394
Validation prc-auc = 0.022229
Epoch 1395
Validation prc-auc = 0.022519
Epoch 1396
Loss = 1.7019e-03, PNorm = 86.2070, GNorm = 0.0546, lr_0 = 9.3055e-04
Validation prc-auc = 0.022917
Epoch 1397
Validation prc-auc = 0.023189
Epoch 1398
Validation prc-auc = 0.023601
Epoch 1399
Validation prc-auc = 0.023700
Epoch 1400
Loss = 4.4286e-03, PNorm = 86.2237, GNorm = 0.0203, lr_0 = 9.3033e-04
Loss = 2.4604e-02, PNorm = 86.2236, GNorm = 2.6239, lr_0 = 9.3032e-04
Validation prc-auc = 0.023857
Epoch 1401
Validation prc-auc = 0.024101
Epoch 1402
Validation prc-auc = 0.025014
Epoch 1403
Validation prc-auc = 0.025711
Epoch 1404
Validation prc-auc = 0.026218
Epoch 1405
Loss = 2.3865e-02, PNorm = 86.2391, GNorm = 1.3535, lr_0 = 9.3008e-04
Loss = 2.4399e-04, PNorm = 86.2420, GNorm = 0.0128, lr_0 = 9.3007e-04
Validation prc-auc = 0.027042
Epoch 1406
Validation prc-auc = 0.026007
Epoch 1407
Validation prc-auc = 0.025354
Epoch 1408
Validation prc-auc = 0.024818
Epoch 1409
Validation prc-auc = 0.024700
Epoch 1410
Loss = 1.0306e-04, PNorm = 86.2916, GNorm = 0.0030, lr_0 = 9.2985e-04
Validation prc-auc = 0.023663
Epoch 1411
Validation prc-auc = 0.022550
Epoch 1412
Validation prc-auc = 0.021850
Epoch 1413
Validation prc-auc = 0.021801
Epoch 1414
Validation prc-auc = 0.021311
Epoch 1415
Loss = 3.4104e-03, PNorm = 86.4455, GNorm = 0.0722, lr_0 = 9.2961e-04
Validation prc-auc = 0.021264
Epoch 1416
Validation prc-auc = 0.021134
Epoch 1417
Validation prc-auc = 0.020302
Epoch 1418
Validation prc-auc = 0.020185
Epoch 1419
Loss = 2.4754e-02, PNorm = 86.6325, GNorm = 0.0644, lr_0 = 9.2939e-04
Loss = 4.8362e-04, PNorm = 86.6433, GNorm = 0.0209, lr_0 = 9.2938e-04
Validation prc-auc = 0.020021
Epoch 1420
Validation prc-auc = 0.019850
Epoch 1421
Validation prc-auc = 0.020066
Epoch 1422
Validation prc-auc = 0.020328
Epoch 1423
Validation prc-auc = 0.020622
Epoch 1424
Loss = 5.3779e-02, PNorm = 86.8046, GNorm = 3.6244, lr_0 = 9.2914e-04
Validation prc-auc = 0.022315
Epoch 1425
Validation prc-auc = 0.023922
Epoch 1426
Validation prc-auc = 0.024185
Epoch 1427
Validation prc-auc = 0.024417
Epoch 1428
Validation prc-auc = 0.024629
Epoch 1429
Loss = 3.0301e-02, PNorm = 86.9456, GNorm = 0.6910, lr_0 = 9.2891e-04
Validation prc-auc = 0.024238
Epoch 1430
Validation prc-auc = 0.023922
Epoch 1431
Validation prc-auc = 0.023705
Epoch 1432
Validation prc-auc = 0.023449
Epoch 1433
Loss = 7.1552e-03, PNorm = 87.0678, GNorm = 0.5410, lr_0 = 9.2868e-04
Validation prc-auc = 0.023255
Epoch 1434
Validation prc-auc = 0.023083
Epoch 1435
Validation prc-auc = 0.022798
Epoch 1436
Validation prc-auc = 0.022873
Epoch 1437
Validation prc-auc = 0.022913
Epoch 1438
Loss = 2.6388e-02, PNorm = 87.1222, GNorm = 0.7957, lr_0 = 9.2845e-04
Loss = 2.9078e-04, PNorm = 87.1239, GNorm = 0.0110, lr_0 = 9.2844e-04
Validation prc-auc = 0.022845
Epoch 1439
Validation prc-auc = 0.022581
Epoch 1440
Validation prc-auc = 0.022395
Epoch 1441
Validation prc-auc = 0.022386
Epoch 1442
Validation prc-auc = 0.021574
Epoch 1443
Loss = 1.1258e-02, PNorm = 87.1442, GNorm = 0.5108, lr_0 = 9.2822e-04
Validation prc-auc = 0.021185
Epoch 1444
Validation prc-auc = 0.021020
Epoch 1445
Validation prc-auc = 0.021503
Epoch 1446
Validation prc-auc = 0.021814
Epoch 1447
Validation prc-auc = 0.021929
Epoch 1448
Loss = 4.7777e-02, PNorm = 87.1935, GNorm = 0.9821, lr_0 = 9.2798e-04
Validation prc-auc = 0.022131
Epoch 1449
Validation prc-auc = 0.022638
Epoch 1450
Validation prc-auc = 0.022549
Epoch 1451
Validation prc-auc = 0.022620
Epoch 1452
Loss = 5.7805e-03, PNorm = 87.2342, GNorm = 0.1441, lr_0 = 9.2776e-04
Loss = 1.2775e-05, PNorm = 87.2376, GNorm = 0.0006, lr_0 = 9.2775e-04
Validation prc-auc = 0.022860
Epoch 1453
Validation prc-auc = 0.023077
Epoch 1454
Validation prc-auc = 0.023143
Epoch 1455
Validation prc-auc = 0.023241
Epoch 1456
Validation prc-auc = 0.023538
Epoch 1457
Loss = 2.2877e-03, PNorm = 87.2701, GNorm = 0.0284, lr_0 = 9.2752e-04
Loss = 6.5528e-04, PNorm = 87.2717, GNorm = 0.0415, lr_0 = 9.2750e-04
Validation prc-auc = 0.023651
Epoch 1458
Validation prc-auc = 0.023786
Epoch 1459
Validation prc-auc = 0.024258
Epoch 1460
Validation prc-auc = 0.024279
Epoch 1461
Validation prc-auc = 0.024528
Epoch 1462
Loss = 9.5619e-04, PNorm = 87.2921, GNorm = 0.0224, lr_0 = 9.2729e-04
Validation prc-auc = 0.024482
Epoch 1463
Validation prc-auc = 0.025128
Epoch 1464
Validation prc-auc = 0.025313
Epoch 1465
Validation prc-auc = 0.025322
Epoch 1466
Loss = 8.6578e-04, PNorm = 87.3008, GNorm = 0.0258, lr_0 = 9.2706e-04
Validation prc-auc = 0.025357
Epoch 1467
Validation prc-auc = 0.025114
Epoch 1468
Validation prc-auc = 0.024647
Epoch 1469
Validation prc-auc = 0.024153
Epoch 1470
Validation prc-auc = 0.023588
Epoch 1471
Loss = 5.1575e-03, PNorm = 87.3166, GNorm = 0.0280, lr_0 = 9.2683e-04
Loss = 1.0391e-05, PNorm = 87.3187, GNorm = 0.0006, lr_0 = 9.2681e-04
Validation prc-auc = 0.023072
Epoch 1472
Validation prc-auc = 0.023561
Epoch 1473
Validation prc-auc = 0.023675
Epoch 1474
Validation prc-auc = 0.023792
Epoch 1475
Validation prc-auc = 0.023732
Epoch 1476
Loss = 2.5916e-02, PNorm = 87.3450, GNorm = 0.9275, lr_0 = 9.2660e-04
Validation prc-auc = 0.023450
Epoch 1477
Validation prc-auc = 0.023469
Epoch 1478
Validation prc-auc = 0.023479
Epoch 1479
Validation prc-auc = 0.023536
Epoch 1480
Validation prc-auc = 0.023274
Epoch 1481
Loss = 2.1424e-03, PNorm = 87.3880, GNorm = 0.1146, lr_0 = 9.2635e-04
Validation prc-auc = 0.023200
Epoch 1482
Validation prc-auc = 0.023135
Epoch 1483
Validation prc-auc = 0.023171
Epoch 1484
Validation prc-auc = 0.023382
Epoch 1485
Loss = 7.7287e-03, PNorm = 87.4096, GNorm = 0.6416, lr_0 = 9.2614e-04
Loss = 3.5021e-03, PNorm = 87.4111, GNorm = 0.1128, lr_0 = 9.2612e-04
Validation prc-auc = 0.023335
Epoch 1486
Validation prc-auc = 0.023386
Epoch 1487
Validation prc-auc = 0.023458
Epoch 1488
Validation prc-auc = 0.023430
Epoch 1489
Validation prc-auc = 0.023427
Epoch 1490
Loss = 3.6208e-03, PNorm = 87.4266, GNorm = 0.0894, lr_0 = 9.2589e-04
Loss = 4.0599e-03, PNorm = 87.4275, GNorm = 0.1351, lr_0 = 9.2587e-04
Validation prc-auc = 0.023355
Epoch 1491
Validation prc-auc = 0.023715
Epoch 1492
Validation prc-auc = 0.023856
Epoch 1493
Validation prc-auc = 0.023712
Epoch 1494
Validation prc-auc = 0.023366
Epoch 1495
Loss = 2.2462e-02, PNorm = 87.4440, GNorm = 0.8739, lr_0 = 9.2566e-04
Validation prc-auc = 0.023207
Epoch 1496
Validation prc-auc = 0.023120
Epoch 1497
Validation prc-auc = 0.023132
Epoch 1498
Validation prc-auc = 0.023417
Epoch 1499
Loss = 6.3711e-02, PNorm = 87.4715, GNorm = 8.2063, lr_0 = 9.2543e-04
Validation prc-auc = 0.024252
Epoch 1500
Validation prc-auc = 0.025560
Epoch 1501
Validation prc-auc = 0.024302
Epoch 1502
Validation prc-auc = 0.022245
Epoch 1503
Validation prc-auc = 0.020070
Epoch 1504
Loss = 2.9051e-02, PNorm = 87.7315, GNorm = 1.5419, lr_0 = 9.2520e-04
Loss = 1.6311e-03, PNorm = 87.7677, GNorm = 0.0651, lr_0 = 9.2518e-04
Validation prc-auc = 0.018802
Epoch 1505
Validation prc-auc = 0.019256
Epoch 1506
Validation prc-auc = 0.020222
Epoch 1507
Validation prc-auc = 0.021721
Epoch 1508
Validation prc-auc = 0.020068
Epoch 1509
Loss = 4.3253e-02, PNorm = 88.2016, GNorm = 1.3676, lr_0 = 9.2497e-04
Validation prc-auc = 0.016981
Epoch 1510
Validation prc-auc = 0.017646
Epoch 1511
Validation prc-auc = 0.018446
Epoch 1512
Validation prc-auc = 0.019246
Epoch 1513
Validation prc-auc = 0.020119
Epoch 1514
Loss = 2.9121e-01, PNorm = 88.6001, GNorm = 7.2506, lr_0 = 9.2472e-04
Validation prc-auc = 0.020563
Epoch 1515
Validation prc-auc = 0.021527
Epoch 1516
Validation prc-auc = 0.021839
Epoch 1517
Validation prc-auc = 0.022471
Epoch 1518
Loss = 1.8307e-02, PNorm = 88.8670, GNorm = 0.9901, lr_0 = 9.2451e-04
Loss = 6.5693e-02, PNorm = 88.8810, GNorm = 4.0851, lr_0 = 9.2449e-04
Validation prc-auc = 0.023123
Epoch 1519
Validation prc-auc = 0.023737
Epoch 1520
Validation prc-auc = 0.023995
Epoch 1521
Validation prc-auc = 0.024159
Epoch 1522
Validation prc-auc = 0.024400
Epoch 1523
Loss = 3.8010e-02, PNorm = 89.0422, GNorm = 0.9280, lr_0 = 9.2427e-04
Loss = 6.0623e-03, PNorm = 89.0513, GNorm = 0.3374, lr_0 = 9.2425e-04
Validation prc-auc = 0.023966
Epoch 1524
Validation prc-auc = 0.023640
Epoch 1525
Validation prc-auc = 0.023214
Epoch 1526
Validation prc-auc = 0.022956
Epoch 1527
Validation prc-auc = 0.022796
Epoch 1528
Loss = 1.5133e-03, PNorm = 89.1535, GNorm = 0.0580, lr_0 = 9.2404e-04
Validation prc-auc = 0.022803
Epoch 1529
Validation prc-auc = 0.022226
Epoch 1530
Validation prc-auc = 0.021350
Epoch 1531
Validation prc-auc = 0.020978
Epoch 1532
Validation prc-auc = 0.021244
Epoch 1533
Loss = 4.5715e-03, PNorm = 89.2287, GNorm = 0.1295, lr_0 = 9.2379e-04
Validation prc-auc = 0.022624
Epoch 1534
Validation prc-auc = 0.023358
Epoch 1535
Validation prc-auc = 0.024230
Epoch 1536
Validation prc-auc = 0.024867
Epoch 1537
Loss = 5.2350e-03, PNorm = 89.2967, GNorm = 0.2511, lr_0 = 9.2358e-04
Loss = 8.6528e-04, PNorm = 89.3003, GNorm = 0.0389, lr_0 = 9.2356e-04
Validation prc-auc = 0.025337
Epoch 1538
Validation prc-auc = 0.025451
Epoch 1539
Validation prc-auc = 0.025642
Epoch 1540
Validation prc-auc = 0.025481
Epoch 1541
Validation prc-auc = 0.024170
Epoch 1542
Loss = 1.6578e-03, PNorm = 89.3409, GNorm = 0.0559, lr_0 = 9.2335e-04
Validation prc-auc = 0.023269
Epoch 1543
Validation prc-auc = 0.022889
Epoch 1544
Validation prc-auc = 0.022741
Epoch 1545
Validation prc-auc = 0.022683
Epoch 1546
Validation prc-auc = 0.022110
Epoch 1547
Loss = 2.1269e-03, PNorm = 89.4727, GNorm = 0.0718, lr_0 = 9.2310e-04
Validation prc-auc = 0.021942
Epoch 1548
Validation prc-auc = 0.022177
Epoch 1549
Validation prc-auc = 0.022020
Epoch 1550
Validation prc-auc = 0.021526
Epoch 1551
Loss = 7.3639e-04, PNorm = 89.5752, GNorm = 0.0091, lr_0 = 9.2289e-04
Loss = 2.6026e-05, PNorm = 89.5800, GNorm = 0.0016, lr_0 = 9.2287e-04
Validation prc-auc = 0.021239
Epoch 1552
Validation prc-auc = 0.021086
Epoch 1553
Validation prc-auc = 0.021059
Epoch 1554
Validation prc-auc = 0.021010
Epoch 1555
Validation prc-auc = 0.021288
Epoch 1556
Loss = 7.7287e-03, PNorm = 89.6245, GNorm = 0.0862, lr_0 = 9.2264e-04
Loss = 1.0947e-05, PNorm = 89.6272, GNorm = 0.0006, lr_0 = 9.2263e-04
Validation prc-auc = 0.021820
Epoch 1557
Validation prc-auc = 0.022115
Epoch 1558
Validation prc-auc = 0.022081
Epoch 1559
Validation prc-auc = 0.021956
Epoch 1560
Validation prc-auc = 0.021850
Epoch 1561
Loss = 1.5524e-03, PNorm = 89.6632, GNorm = 0.0489, lr_0 = 9.2242e-04
Validation prc-auc = 0.021713
Epoch 1562
Validation prc-auc = 0.021386
Epoch 1563
Validation prc-auc = 0.021228
Epoch 1564
Validation prc-auc = 0.021357
Epoch 1565
Validation prc-auc = 0.021530
Epoch 1566
Loss = 1.0283e-02, PNorm = 89.6933, GNorm = 0.3388, lr_0 = 9.2217e-04
Validation prc-auc = 0.021735
Epoch 1567
Validation prc-auc = 0.021952
Epoch 1568
Validation prc-auc = 0.022114
Epoch 1569
Validation prc-auc = 0.021478
Epoch 1570
Loss = 6.6982e-03, PNorm = 89.7292, GNorm = 0.0904, lr_0 = 9.2196e-04
Loss = 2.1885e-04, PNorm = 89.7351, GNorm = 0.0105, lr_0 = 9.2194e-04
Validation prc-auc = 0.020724
Epoch 1571
Validation prc-auc = 0.020232
Epoch 1572
Validation prc-auc = 0.020253
Epoch 1573
Validation prc-auc = 0.020514
Epoch 1574
Validation prc-auc = 0.020634
Epoch 1575
Loss = 8.4247e-02, PNorm = 89.7912, GNorm = 1.0534, lr_0 = 9.2173e-04
Validation prc-auc = 0.020767
Epoch 1576
Validation prc-auc = 0.020887
Epoch 1577
Validation prc-auc = 0.020972
Epoch 1578
Validation prc-auc = 0.021109
Epoch 1579
Validation prc-auc = 0.021155
Epoch 1580
Loss = 3.1045e-02, PNorm = 89.8218, GNorm = 0.8353, lr_0 = 9.2148e-04
Validation prc-auc = 0.021364
Epoch 1581
Validation prc-auc = 0.021600
Epoch 1582
Validation prc-auc = 0.021626
Epoch 1583
Validation prc-auc = 0.021598
Epoch 1584
Loss = 2.8099e-03, PNorm = 89.8415, GNorm = 0.0780, lr_0 = 9.2127e-04
Loss = 1.5873e-03, PNorm = 89.8430, GNorm = 0.0658, lr_0 = 9.2125e-04
Validation prc-auc = 0.021610
Epoch 1585
Validation prc-auc = 0.021664
Epoch 1586
Validation prc-auc = 0.021798
Epoch 1587
Validation prc-auc = 0.021619
Epoch 1588
Validation prc-auc = 0.021640
Epoch 1589
Loss = 2.2509e-02, PNorm = 89.8636, GNorm = 1.4160, lr_0 = 9.2103e-04
Loss = 9.0928e-04, PNorm = 89.8649, GNorm = 0.0265, lr_0 = 9.2101e-04
Validation prc-auc = 0.021677
Epoch 1590
Validation prc-auc = 0.021597
Epoch 1591
Validation prc-auc = 0.021773
Epoch 1592
Validation prc-auc = 0.022205
Epoch 1593
Validation prc-auc = 0.023024
Epoch 1594
Loss = 1.4747e-02, PNorm = 89.9105, GNorm = 1.1946, lr_0 = 9.2080e-04
Validation prc-auc = 0.023973
Epoch 1595
Validation prc-auc = 0.024035
Epoch 1596
Validation prc-auc = 0.024038
Epoch 1597
Validation prc-auc = 0.024069
Epoch 1598
Validation prc-auc = 0.023997
Epoch 1599
Loss = 1.5362e-03, PNorm = 90.0699, GNorm = 0.0861, lr_0 = 9.2055e-04
Validation prc-auc = 0.024050
Epoch 1600
Validation prc-auc = 0.023951
Epoch 1601
Validation prc-auc = 0.023732
Epoch 1602
Validation prc-auc = 0.023681
Epoch 1603
Loss = 5.5267e-02, PNorm = 90.1421, GNorm = 0.8708, lr_0 = 9.2034e-04
Loss = 8.1004e-04, PNorm = 90.1477, GNorm = 0.0453, lr_0 = 9.2032e-04
Validation prc-auc = 0.023508
Epoch 1604
Validation prc-auc = 0.023224
Epoch 1605
Validation prc-auc = 0.022894
Epoch 1606
Validation prc-auc = 0.022505
Epoch 1607
Validation prc-auc = 0.022234
Epoch 1608
Loss = 1.0134e-01, PNorm = 90.2166, GNorm = 0.3363, lr_0 = 9.2010e-04
Validation prc-auc = 0.021633
Epoch 1609
Validation prc-auc = 0.021407
Epoch 1610
Validation prc-auc = 0.021526
Epoch 1611
Validation prc-auc = 0.021815
Epoch 1612
Validation prc-auc = 0.022222
Epoch 1613
Loss = 7.7086e-02, PNorm = 90.2719, GNorm = 1.0654, lr_0 = 9.1987e-04
Validation prc-auc = 0.021541
Epoch 1614
Validation prc-auc = 0.020450
Epoch 1615
Validation prc-auc = 0.020466
Epoch 1616
Validation prc-auc = 0.020964
Epoch 1617
Loss = 9.8545e-03, PNorm = 90.3511, GNorm = 0.2332, lr_0 = 9.1966e-04
Loss = 1.3895e-02, PNorm = 90.3594, GNorm = 0.5936, lr_0 = 9.1964e-04
Validation prc-auc = 0.021555
Epoch 1618
Validation prc-auc = 0.022300
Epoch 1619
Validation prc-auc = 0.022824
Epoch 1620
Validation prc-auc = 0.023197
Epoch 1621
Validation prc-auc = 0.023358
Epoch 1622
Loss = 5.2149e-03, PNorm = 90.4505, GNorm = 0.1378, lr_0 = 9.1941e-04
Loss = 2.4595e-03, PNorm = 90.4563, GNorm = 0.1149, lr_0 = 9.1939e-04
Validation prc-auc = 0.023300
Epoch 1623
Validation prc-auc = 0.023340
Epoch 1624
Validation prc-auc = 0.023662
Epoch 1625
Validation prc-auc = 0.022881
Epoch 1626
Validation prc-auc = 0.022854
Epoch 1627
Loss = 4.5192e-02, PNorm = 90.5287, GNorm = 1.1598, lr_0 = 9.1918e-04
Validation prc-auc = 0.022547
Epoch 1628
Validation prc-auc = 0.022441
Epoch 1629
Validation prc-auc = 0.022680
Epoch 1630
Validation prc-auc = 0.022179
Epoch 1631
Validation prc-auc = 0.021415
Epoch 1632
Loss = 7.3341e-04, PNorm = 90.6332, GNorm = 0.0415, lr_0 = 9.1894e-04
Validation prc-auc = 0.020726
Epoch 1633
Validation prc-auc = 0.020512
Epoch 1634
Validation prc-auc = 0.020774
Epoch 1635
Validation prc-auc = 0.021570
Epoch 1636
Loss = 1.3506e-02, PNorm = 90.6790, GNorm = 0.0262, lr_0 = 9.1873e-04
Loss = 1.4834e-02, PNorm = 90.6821, GNorm = 1.0872, lr_0 = 9.1871e-04
Validation prc-auc = 0.023054
Epoch 1637
Validation prc-auc = 0.023868
Epoch 1638
Validation prc-auc = 0.024618
Epoch 1639
Validation prc-auc = 0.025004
Epoch 1640
Validation prc-auc = 0.025347
Epoch 1641
Loss = 5.1401e-02, PNorm = 90.7190, GNorm = 2.0236, lr_0 = 9.1848e-04
Validation prc-auc = 0.025204
Epoch 1642
Validation prc-auc = 0.025077
Epoch 1643
Validation prc-auc = 0.025140
Epoch 1644
Validation prc-auc = 0.025075
Epoch 1645
Validation prc-auc = 0.025135
Epoch 1646
Loss = 9.2208e-02, PNorm = 90.7514, GNorm = 1.0638, lr_0 = 9.1825e-04
Validation prc-auc = 0.024634
Epoch 1647
Validation prc-auc = 0.024268
Epoch 1648
Validation prc-auc = 0.022970
Epoch 1649
Validation prc-auc = 0.020650
Epoch 1650
Loss = 3.9048e-02, PNorm = 90.8161, GNorm = 0.0283, lr_0 = 9.1804e-04
Loss = 1.5793e-03, PNorm = 90.8401, GNorm = 0.1116, lr_0 = 9.1803e-04
Validation prc-auc = 0.021036
Epoch 1651
Validation prc-auc = 0.021592
Epoch 1652
Validation prc-auc = 0.021943
Epoch 1653
Validation prc-auc = 0.022005
Epoch 1654
Validation prc-auc = 0.021926
Epoch 1655
Loss = 8.3813e-02, PNorm = 91.1773, GNorm = 0.4019, lr_0 = 9.1780e-04
Loss = 7.9718e-03, PNorm = 91.1972, GNorm = 0.4780, lr_0 = 9.1778e-04
Validation prc-auc = 0.022075
Epoch 1656
Validation prc-auc = 0.021963
Epoch 1657
Validation prc-auc = 0.021386
Epoch 1658
Validation prc-auc = 0.021026
Epoch 1659
Validation prc-auc = 0.020805
Epoch 1660
Loss = 2.3170e-02, PNorm = 91.3938, GNorm = 0.7151, lr_0 = 9.1757e-04
Validation prc-auc = 0.019896
Epoch 1661
Validation prc-auc = 0.018728
Epoch 1662
Validation prc-auc = 0.018281
Epoch 1663
Validation prc-auc = 0.018424
Epoch 1664
Validation prc-auc = 0.018832
Epoch 1665
Loss = 4.5071e-03, PNorm = 91.5789, GNorm = 0.1615, lr_0 = 9.1733e-04
Validation prc-auc = 0.019105
Epoch 1666
Validation prc-auc = 0.019738
Epoch 1667
Validation prc-auc = 0.019927
Epoch 1668
Validation prc-auc = 0.020052
Epoch 1669
Loss = 5.1530e-03, PNorm = 91.6836, GNorm = 0.2636, lr_0 = 9.1712e-04
Loss = 6.1698e-04, PNorm = 91.6890, GNorm = 0.0295, lr_0 = 9.1710e-04
Validation prc-auc = 0.020313
Epoch 1670
Validation prc-auc = 0.020234
Epoch 1671
Validation prc-auc = 0.020076
Epoch 1672
Validation prc-auc = 0.020065
Epoch 1673
Validation prc-auc = 0.019952
Epoch 1674
Loss = 1.8791e-02, PNorm = 91.7389, GNorm = 0.1399, lr_0 = 9.1687e-04
Validation prc-auc = 0.019837
Epoch 1675
Validation prc-auc = 0.019078
Epoch 1676
Validation prc-auc = 0.018675
Epoch 1677
Validation prc-auc = 0.018503
Epoch 1678
Validation prc-auc = 0.018352
Epoch 1679
Loss = 1.3060e-02, PNorm = 91.7911, GNorm = 0.6376, lr_0 = 9.1664e-04
Validation prc-auc = 0.018400
Epoch 1680
Validation prc-auc = 0.019150
Epoch 1681
Validation prc-auc = 0.018153
Epoch 1682
Validation prc-auc = 0.017832
Epoch 1683
Loss = 2.8803e-03, PNorm = 91.8435, GNorm = 0.1601, lr_0 = 9.1642e-04
Validation prc-auc = 0.017528
Epoch 1684
Validation prc-auc = 0.019506
Epoch 1685
Validation prc-auc = 0.020782
Epoch 1686
Validation prc-auc = 0.021882
Epoch 1687
Validation prc-auc = 0.022675
Epoch 1688
Loss = 3.4691e-03, PNorm = 91.9063, GNorm = 0.0235, lr_0 = 9.1619e-04
Loss = 9.3464e-05, PNorm = 91.9100, GNorm = 0.0041, lr_0 = 9.1617e-04
Validation prc-auc = 0.023542
Epoch 1689
Validation prc-auc = 0.023877
Epoch 1690
Validation prc-auc = 0.024524
Epoch 1691
Validation prc-auc = 0.025115
Epoch 1692
Validation prc-auc = 0.024873
Epoch 1693
Loss = 5.4449e-03, PNorm = 91.9461, GNorm = 0.2188, lr_0 = 9.1596e-04
Validation prc-auc = 0.024543
Epoch 1694
Validation prc-auc = 0.023937
Epoch 1695
Validation prc-auc = 0.023622
Epoch 1696
Validation prc-auc = 0.023972
Epoch 1697
Validation prc-auc = 0.025630
Epoch 1698
Loss = 1.6320e-01, PNorm = 91.9771, GNorm = 1.2675, lr_0 = 9.1572e-04
Validation prc-auc = 0.026552
Epoch 1699
Validation prc-auc = 0.027471
Epoch 1700
Validation prc-auc = 0.027533
Epoch 1701
Validation prc-auc = 0.028182
Epoch 1702
Loss = 3.5673e-02, PNorm = 92.0145, GNorm = 1.3844, lr_0 = 9.1551e-04
Loss = 6.9035e-05, PNorm = 92.0171, GNorm = 0.0047, lr_0 = 9.1549e-04
Validation prc-auc = 0.027843
Epoch 1703
Validation prc-auc = 0.027577
Epoch 1704
Validation prc-auc = 0.027003
Epoch 1705
Validation prc-auc = 0.026515
Epoch 1706
Validation prc-auc = 0.026129
Epoch 1707
Loss = 3.4449e-03, PNorm = 92.0413, GNorm = 0.1617, lr_0 = 9.1526e-04
Loss = 4.8973e-04, PNorm = 92.0427, GNorm = 0.0342, lr_0 = 9.1525e-04
Validation prc-auc = 0.026064
Epoch 1708
Validation prc-auc = 0.025988
Epoch 1709
Validation prc-auc = 0.025716
Epoch 1710
Validation prc-auc = 0.025466
Epoch 1711
Validation prc-auc = 0.025106
Epoch 1712
Loss = 1.4564e-03, PNorm = 92.0617, GNorm = 0.0956, lr_0 = 9.1504e-04
Validation prc-auc = 0.024991
Epoch 1713
Validation prc-auc = 0.024827
Epoch 1714
Validation prc-auc = 0.025308
Epoch 1715
Validation prc-auc = 0.025344
Epoch 1716
Loss = 9.5543e-03, PNorm = 92.0834, GNorm = 0.3367, lr_0 = 9.1481e-04
Validation prc-auc = 0.024996
Epoch 1717
Validation prc-auc = 0.024577
Epoch 1718
Validation prc-auc = 0.024518
Epoch 1719
Validation prc-auc = 0.024416
Epoch 1720
Validation prc-auc = 0.024521
Epoch 1721
Loss = 4.8457e-02, PNorm = 92.1193, GNorm = 1.1072, lr_0 = 9.1458e-04
Loss = 5.3499e-05, PNorm = 92.1231, GNorm = 0.0029, lr_0 = 9.1457e-04
Validation prc-auc = 0.025127
Epoch 1722
Validation prc-auc = 0.025240
Epoch 1723
Validation prc-auc = 0.025298
Epoch 1724
Validation prc-auc = 0.025295
Epoch 1725
Validation prc-auc = 0.024983
Epoch 1726
Loss = 9.2095e-02, PNorm = 92.1844, GNorm = 1.6305, lr_0 = 9.1436e-04
Validation prc-auc = 0.024045
Epoch 1727
Validation prc-auc = 0.023969
Epoch 1728
Validation prc-auc = 0.023795
Epoch 1729
Validation prc-auc = 0.023757
Epoch 1730
Validation prc-auc = 0.023747
Epoch 1731
Loss = 6.3980e-05, PNorm = 92.2333, GNorm = 0.0021, lr_0 = 9.1411e-04
Validation prc-auc = 0.023609
Epoch 1732
Validation prc-auc = 0.023628
Epoch 1733
Validation prc-auc = 0.023983
Epoch 1734
Validation prc-auc = 0.024175
Epoch 1735
Loss = 3.6757e-03, PNorm = 92.2561, GNorm = 0.1800, lr_0 = 9.1390e-04
Loss = 6.4499e-04, PNorm = 92.2581, GNorm = 0.0452, lr_0 = 9.1389e-04
Validation prc-auc = 0.024203
Epoch 1736
Validation prc-auc = 0.024252
Epoch 1737
Validation prc-auc = 0.024082
Epoch 1738
Validation prc-auc = 0.023958
Epoch 1739
Validation prc-auc = 0.023840
Epoch 1740
Loss = 8.6773e-04, PNorm = 92.2810, GNorm = 0.0392, lr_0 = 9.1366e-04
Loss = 9.2880e-05, PNorm = 92.2822, GNorm = 0.0091, lr_0 = 9.1364e-04
Validation prc-auc = 0.023780
Epoch 1741
Validation prc-auc = 0.023809
Epoch 1742
Validation prc-auc = 0.023685
Epoch 1743
Validation prc-auc = 0.023673
Epoch 1744
Validation prc-auc = 0.023626
Epoch 1745
Loss = 2.6386e-04, PNorm = 92.2900, GNorm = 0.0124, lr_0 = 9.1343e-04
Validation prc-auc = 0.023828
Epoch 1746
Validation prc-auc = 0.023792
Epoch 1747
Validation prc-auc = 0.023979
Epoch 1748
Validation prc-auc = 0.023935
Epoch 1749
Loss = 1.1258e-02, PNorm = 92.3428, GNorm = 0.0033, lr_0 = 9.1320e-04
Validation prc-auc = 0.023764
Epoch 1750
Validation prc-auc = 0.023742
Epoch 1751
Validation prc-auc = 0.023634
Epoch 1752
Validation prc-auc = 0.023742
Epoch 1753
Validation prc-auc = 0.024077
Epoch 1754
Loss = 2.2934e-02, PNorm = 92.4243, GNorm = 0.9787, lr_0 = 9.1298e-04
Loss = 1.0049e-02, PNorm = 92.4344, GNorm = 0.4228, lr_0 = 9.1296e-04
Validation prc-auc = 0.024197
Epoch 1755
Validation prc-auc = 0.024094
Epoch 1756
Validation prc-auc = 0.023679
Epoch 1757
Validation prc-auc = 0.023465
Epoch 1758
Validation prc-auc = 0.023038
Epoch 1759
Loss = 1.3129e-01, PNorm = 92.5658, GNorm = 1.4595, lr_0 = 9.1275e-04
Validation prc-auc = 0.023769
Epoch 1760
Validation prc-auc = 0.025566
Epoch 1761
Validation prc-auc = 0.026353
Epoch 1762
Validation prc-auc = 0.027196
Epoch 1763
Validation prc-auc = 0.026821
Epoch 1764
Loss = 2.0402e-03, PNorm = 92.7427, GNorm = 0.0627, lr_0 = 9.1251e-04
Validation prc-auc = 0.026565
Epoch 1765
Validation prc-auc = 0.027079
Epoch 1766
Validation prc-auc = 0.027393
Epoch 1767
Validation prc-auc = 0.027107
Epoch 1768
Loss = 1.8287e-02, PNorm = 92.8632, GNorm = 0.7391, lr_0 = 9.1230e-04
Loss = 1.5879e-03, PNorm = 92.8689, GNorm = 0.0618, lr_0 = 9.1228e-04
Validation prc-auc = 0.026749
Epoch 1769
Validation prc-auc = 0.027039
Epoch 1770
Validation prc-auc = 0.027203
Epoch 1771
Validation prc-auc = 0.027249
Epoch 1772
Validation prc-auc = 0.027153
Epoch 1773
Loss = 1.1895e-02, PNorm = 92.9220, GNorm = 0.2234, lr_0 = 9.1206e-04
Loss = 1.1140e-04, PNorm = 92.9251, GNorm = 0.0049, lr_0 = 9.1204e-04
Validation prc-auc = 0.027488
Epoch 1774
Validation prc-auc = 0.027518
Epoch 1775
Validation prc-auc = 0.027402
Epoch 1776
Validation prc-auc = 0.027604
Epoch 1777
Validation prc-auc = 0.027767
Epoch 1778
Loss = 7.7525e-04, PNorm = 92.9629, GNorm = 0.0281, lr_0 = 9.1183e-04
Validation prc-auc = 0.027665
Epoch 1779
Validation prc-auc = 0.027739
Epoch 1780
Validation prc-auc = 0.027908
Epoch 1781
Validation prc-auc = 0.027870
Epoch 1782
Validation prc-auc = 0.027677
Epoch 1783
Loss = 1.9075e-02, PNorm = 93.0088, GNorm = 1.3110, lr_0 = 9.1159e-04
Validation prc-auc = 0.028440
Epoch 1784
Validation prc-auc = 0.028790
Epoch 1785
Validation prc-auc = 0.028301
Epoch 1786
Validation prc-auc = 0.028310
Epoch 1787
Loss = 5.6145e-03, PNorm = 93.0484, GNorm = 0.0372, lr_0 = 9.1138e-04
Loss = 2.0972e-04, PNorm = 93.0507, GNorm = 0.0085, lr_0 = 9.1136e-04
Validation prc-auc = 0.028372
Epoch 1788
Validation prc-auc = 0.028368
Epoch 1789
Validation prc-auc = 0.028778
Epoch 1790
Validation prc-auc = 0.029650
Epoch 1791
Validation prc-auc = 0.029245
Epoch 1792
Loss = 8.0645e-04, PNorm = 93.0803, GNorm = 0.0223, lr_0 = 9.1115e-04
Validation prc-auc = 0.029053
Epoch 1793
Validation prc-auc = 0.028949
Epoch 1794
Validation prc-auc = 0.028859
Epoch 1795
Validation prc-auc = 0.027920
Epoch 1796
Validation prc-auc = 0.027433
Epoch 1797
Loss = 2.7527e-02, PNorm = 93.1064, GNorm = 1.1796, lr_0 = 9.1091e-04
Validation prc-auc = 0.026725
Epoch 1798
Validation prc-auc = 0.026099
Epoch 1799
Validation prc-auc = 0.025679
Epoch 1800
Validation prc-auc = 0.023868
Epoch 1801
Loss = 1.5197e-03, PNorm = 93.1211, GNorm = 0.0259, lr_0 = 9.1070e-04
Loss = 3.2335e-04, PNorm = 93.1223, GNorm = 0.0129, lr_0 = 9.1068e-04
Validation prc-auc = 0.023104
Epoch 1802
Validation prc-auc = 0.022722
Epoch 1803
Validation prc-auc = 0.022461
Epoch 1804
Validation prc-auc = 0.022094
Epoch 1805
Validation prc-auc = 0.021358
Epoch 1806
Loss = 6.0828e-02, PNorm = 93.1945, GNorm = 1.1801, lr_0 = 9.1046e-04
Loss = 1.4087e-04, PNorm = 93.2017, GNorm = 0.0088, lr_0 = 9.1044e-04
Validation prc-auc = 0.020698
Epoch 1807
Validation prc-auc = 0.020347
Epoch 1808
Validation prc-auc = 0.020432
Epoch 1809
Validation prc-auc = 0.020267
Epoch 1810
Validation prc-auc = 0.020141
Epoch 1811
Loss = 1.2049e-03, PNorm = 93.2682, GNorm = 0.1357, lr_0 = 9.1023e-04
Validation prc-auc = 0.019990
Epoch 1812
Validation prc-auc = 0.020359
Epoch 1813
Validation prc-auc = 0.022096
Epoch 1814
Validation prc-auc = 0.022420
Epoch 1815
Validation prc-auc = 0.022542
Epoch 1816
Loss = 4.3326e-03, PNorm = 93.4438, GNorm = 0.1429, lr_0 = 9.0999e-04
Validation prc-auc = 0.023095
Epoch 1817
Validation prc-auc = 0.023316
Epoch 1818
Validation prc-auc = 0.023142
Epoch 1819
Validation prc-auc = 0.023244
Epoch 1820
Loss = 2.5329e-03, PNorm = 93.6388, GNorm = 0.0546, lr_0 = 9.0978e-04
Loss = 2.6952e-03, PNorm = 93.6482, GNorm = 0.1784, lr_0 = 9.0976e-04
Validation prc-auc = 0.023410
Epoch 1821
Validation prc-auc = 0.023305
Epoch 1822
Validation prc-auc = 0.023259
Epoch 1823
Validation prc-auc = 0.023214
Epoch 1824
Validation prc-auc = 0.023459
Epoch 1825
Loss = 2.5072e-03, PNorm = 93.7252, GNorm = 0.0909, lr_0 = 9.0955e-04
Validation prc-auc = 0.023516
Epoch 1826
Validation prc-auc = 0.023402
Epoch 1827
Validation prc-auc = 0.023427
Epoch 1828
Validation prc-auc = 0.023333
Epoch 1829
Validation prc-auc = 0.023548
Epoch 1830
Loss = 1.6585e-03, PNorm = 93.7690, GNorm = 0.0693, lr_0 = 9.0931e-04
Validation prc-auc = 0.023704
Epoch 1831
Validation prc-auc = 0.023616
Epoch 1832
Validation prc-auc = 0.023577
Epoch 1833
Validation prc-auc = 0.023274
Epoch 1834
Loss = 1.9393e-02, PNorm = 93.8425, GNorm = 0.0068, lr_0 = 9.0910e-04
Loss = 8.9273e-05, PNorm = 93.8462, GNorm = 0.0079, lr_0 = 9.0909e-04
Validation prc-auc = 0.023631
Epoch 1835
Validation prc-auc = 0.023750
Epoch 1836
Validation prc-auc = 0.023918
Epoch 1837
Validation prc-auc = 0.024474
Epoch 1838
Validation prc-auc = 0.024815
Epoch 1839
Loss = 1.2304e-02, PNorm = 93.8860, GNorm = 1.0352, lr_0 = 9.0886e-04
Loss = 2.8532e-03, PNorm = 93.8892, GNorm = 0.1424, lr_0 = 9.0884e-04
Validation prc-auc = 0.025063
Epoch 1840
Validation prc-auc = 0.025320
Epoch 1841
Validation prc-auc = 0.025357
Epoch 1842
Validation prc-auc = 0.025032
Epoch 1843
Validation prc-auc = 0.025072
Epoch 1844
Loss = 7.0316e-04, PNorm = 93.9298, GNorm = 0.0315, lr_0 = 9.0863e-04
Validation prc-auc = 0.025078
Epoch 1845
Validation prc-auc = 0.025235
Epoch 1846
Validation prc-auc = 0.025430
Epoch 1847
Validation prc-auc = 0.025576
Epoch 1848
Validation prc-auc = 0.025837
Epoch 1849
Loss = 1.4488e-02, PNorm = 93.9527, GNorm = 1.4363, lr_0 = 9.0839e-04
Validation prc-auc = 0.026742
Epoch 1850
Validation prc-auc = 0.028125
Epoch 1851
Validation prc-auc = 0.028936
Epoch 1852
Validation prc-auc = 0.029012
Epoch 1853
Loss = 2.3346e-03, PNorm = 94.0097, GNorm = 0.2596, lr_0 = 9.0818e-04
Loss = 8.9603e-06, PNorm = 94.0151, GNorm = 0.0005, lr_0 = 9.0817e-04
Validation prc-auc = 0.029856
Epoch 1854
Validation prc-auc = 0.029812
Epoch 1855
Validation prc-auc = 0.029399
Epoch 1856
Validation prc-auc = 0.029061
Epoch 1857
Validation prc-auc = 0.028915
Epoch 1858
Loss = 1.6187e-02, PNorm = 94.0626, GNorm = 0.6500, lr_0 = 9.0794e-04
Validation prc-auc = 0.028033
Epoch 1859
Validation prc-auc = 0.027529
Epoch 1860
Validation prc-auc = 0.027516
Epoch 1861
Validation prc-auc = 0.027657
Epoch 1862
Validation prc-auc = 0.027562
Epoch 1863
Loss = 1.1504e-03, PNorm = 94.0898, GNorm = 0.0428, lr_0 = 9.0772e-04
Validation prc-auc = 0.027425
Epoch 1864
Validation prc-auc = 0.027379
Epoch 1865
Validation prc-auc = 0.027470
Epoch 1866
Validation prc-auc = 0.027358
Epoch 1867
Loss = 1.0009e-03, PNorm = 94.1030, GNorm = 0.0290, lr_0 = 9.0751e-04
Loss = 8.7284e-03, PNorm = 94.1040, GNorm = 0.4120, lr_0 = 9.0749e-04
Validation prc-auc = 0.027644
Epoch 1868
Validation prc-auc = 0.027639
Epoch 1869
Validation prc-auc = 0.027540
Epoch 1870
Validation prc-auc = 0.027500
Epoch 1871
Validation prc-auc = 0.027360
Epoch 1872
Loss = 5.3978e-04, PNorm = 94.1139, GNorm = 0.0285, lr_0 = 9.0727e-04
Loss = 3.0462e-04, PNorm = 94.1144, GNorm = 0.0218, lr_0 = 9.0725e-04
Validation prc-auc = 0.027419
Epoch 1873
Validation prc-auc = 0.027410
Epoch 1874
Validation prc-auc = 0.026362
Epoch 1875
Validation prc-auc = 0.025970
Epoch 1876
Validation prc-auc = 0.026085
Epoch 1877
Loss = 2.9020e-02, PNorm = 94.1244, GNorm = 0.9647, lr_0 = 9.0704e-04
Validation prc-auc = 0.025450
Epoch 1878
Validation prc-auc = 0.025214
Epoch 1879
Validation prc-auc = 0.025022
Epoch 1880
Validation prc-auc = 0.024937
Epoch 1881
Validation prc-auc = 0.024549
Epoch 1882
Loss = 2.0633e-04, PNorm = 94.1428, GNorm = 0.0058, lr_0 = 9.0680e-04
Validation prc-auc = 0.024165
Epoch 1883
Validation prc-auc = 0.024096
Epoch 1884
Validation prc-auc = 0.023944
Epoch 1885
Validation prc-auc = 0.024219
Epoch 1886
Loss = 1.8759e-02, PNorm = 94.1633, GNorm = 0.3099, lr_0 = 9.0659e-04
Loss = 3.6000e-04, PNorm = 94.1656, GNorm = 0.0202, lr_0 = 9.0657e-04
Validation prc-auc = 0.024764
Epoch 1887
Validation prc-auc = 0.024766
Epoch 1888
Validation prc-auc = 0.024924
Epoch 1889
Validation prc-auc = 0.025149
Epoch 1890
Validation prc-auc = 0.025210
Epoch 1891
Loss = 3.3909e-04, PNorm = 94.1921, GNorm = 0.0059, lr_0 = 9.0635e-04
Validation prc-auc = 0.025329
Epoch 1892
Validation prc-auc = 0.025343
Epoch 1893
Validation prc-auc = 0.025745
Epoch 1894
Validation prc-auc = 0.026137
Epoch 1895
Validation prc-auc = 0.026313
Epoch 1896
Loss = 2.8102e-03, PNorm = 94.2137, GNorm = 0.1627, lr_0 = 9.0612e-04
Validation prc-auc = 0.026457
Epoch 1897
Validation prc-auc = 0.026536
Epoch 1898
Validation prc-auc = 0.026583
Epoch 1899
Validation prc-auc = 0.026653
Epoch 1900
Loss = 1.9402e-03, PNorm = 94.2265, GNorm = 0.0050, lr_0 = 9.0592e-04
Loss = 5.3445e-06, PNorm = 94.2273, GNorm = 0.0003, lr_0 = 9.0590e-04
Validation prc-auc = 0.026411
Epoch 1901
Validation prc-auc = 0.026293
Epoch 1902
Validation prc-auc = 0.025945
Epoch 1903
Validation prc-auc = 0.025232
Epoch 1904
Validation prc-auc = 0.024940
Epoch 1905
Loss = 2.7288e-02, PNorm = 94.2371, GNorm = 0.9594, lr_0 = 9.0567e-04
Loss = 1.5778e-04, PNorm = 94.2379, GNorm = 0.0113, lr_0 = 9.0566e-04
Validation prc-auc = 0.024682
Epoch 1906
Validation prc-auc = 0.024649
Epoch 1907
Validation prc-auc = 0.024378
Epoch 1908
Validation prc-auc = 0.024396
Epoch 1909
Validation prc-auc = 0.024578
Epoch 1910
Loss = 1.1278e-03, PNorm = 94.2499, GNorm = 0.0420, lr_0 = 9.0545e-04
Validation prc-auc = 0.024825
Epoch 1911
Validation prc-auc = 0.025216
Epoch 1912
Validation prc-auc = 0.026176
Epoch 1913
Validation prc-auc = 0.026356
Epoch 1914
Validation prc-auc = 0.026768
Epoch 1915
Loss = 4.5458e-04, PNorm = 94.3070, GNorm = 0.0183, lr_0 = 9.0521e-04
Validation prc-auc = 0.027372
Epoch 1916
Validation prc-auc = 0.027367
Epoch 1917
Validation prc-auc = 0.027576
Epoch 1918
Validation prc-auc = 0.027866
Epoch 1919
Loss = 4.1603e-03, PNorm = 94.3327, GNorm = 0.6090, lr_0 = 9.0500e-04
Loss = 1.6967e-05, PNorm = 94.3341, GNorm = 0.0010, lr_0 = 9.0498e-04
Validation prc-auc = 0.028062
Epoch 1920
Validation prc-auc = 0.028331
Epoch 1921
Validation prc-auc = 0.028540
Epoch 1922
Validation prc-auc = 0.028726
Epoch 1923
Validation prc-auc = 0.028844
Epoch 1924
Loss = 2.2502e-03, PNorm = 94.3513, GNorm = 0.2657, lr_0 = 9.0476e-04
Validation prc-auc = 0.029030
Epoch 1925
Validation prc-auc = 0.029061
Epoch 1926
Validation prc-auc = 0.029120
Epoch 1927
Validation prc-auc = 0.029019
Epoch 1928
Validation prc-auc = 0.029782
Epoch 1929
Loss = 7.6086e-04, PNorm = 94.3635, GNorm = 0.0294, lr_0 = 9.0454e-04
Validation prc-auc = 0.030000
Epoch 1930
Validation prc-auc = 0.029433
Epoch 1931
Validation prc-auc = 0.029103
Epoch 1932
Validation prc-auc = 0.029039
Epoch 1933
Loss = 1.1117e-03, PNorm = 94.3971, GNorm = 0.0046, lr_0 = 9.0431e-04
Validation prc-auc = 0.028532
Epoch 1934
Validation prc-auc = 0.027674
Epoch 1935
Validation prc-auc = 0.026800
Epoch 1936
Validation prc-auc = 0.026455
Epoch 1937
Validation prc-auc = 0.025930
Epoch 1938
Loss = 1.9086e-02, PNorm = 94.4142, GNorm = 1.9766, lr_0 = 9.0409e-04
Loss = 2.3642e-05, PNorm = 94.4158, GNorm = 0.0016, lr_0 = 9.0407e-04
Validation prc-auc = 0.024876
Epoch 1939
Validation prc-auc = 0.024600
Epoch 1940
Validation prc-auc = 0.024801
Epoch 1941
Validation prc-auc = 0.025253
Epoch 1942
Validation prc-auc = 0.025538
Epoch 1943
Loss = 6.0351e-04, PNorm = 94.4489, GNorm = 0.0318, lr_0 = 9.0386e-04
Validation prc-auc = 0.025753
Epoch 1944
Validation prc-auc = 0.025616
Epoch 1945
Validation prc-auc = 0.025412
Epoch 1946
Validation prc-auc = 0.025289
Epoch 1947
Validation prc-auc = 0.025323
Epoch 1948
Loss = 1.2128e-03, PNorm = 94.4883, GNorm = 0.0849, lr_0 = 9.0362e-04
Validation prc-auc = 0.025511
Epoch 1949
Validation prc-auc = 0.025715
Epoch 1950
Validation prc-auc = 0.025867
Epoch 1951
Validation prc-auc = 0.026002
Epoch 1952
Loss = 1.4005e-03, PNorm = 94.5057, GNorm = 0.1520, lr_0 = 9.0341e-04
Loss = 2.6284e-05, PNorm = 94.5068, GNorm = 0.0012, lr_0 = 9.0340e-04
Validation prc-auc = 0.025776
Epoch 1953
Validation prc-auc = 0.025515
Epoch 1954
Validation prc-auc = 0.025372
Epoch 1955
Validation prc-auc = 0.025189
Epoch 1956
Validation prc-auc = 0.025129
Epoch 1957
Loss = 7.8713e-03, PNorm = 94.5187, GNorm = 1.1253, lr_0 = 9.0317e-04
Loss = 2.9424e-05, PNorm = 94.5199, GNorm = 0.0015, lr_0 = 9.0316e-04
Validation prc-auc = 0.024887
Epoch 1958
Validation prc-auc = 0.024591
Epoch 1959
Validation prc-auc = 0.024466
Epoch 1960
Validation prc-auc = 0.024662
Epoch 1961
Validation prc-auc = 0.024760
Epoch 1962
Loss = 2.0890e-03, PNorm = 94.5365, GNorm = 0.1012, lr_0 = 9.0295e-04
Validation prc-auc = 0.024827
Epoch 1963
Validation prc-auc = 0.024095
Epoch 1964
Validation prc-auc = 0.023283
Epoch 1965
Validation prc-auc = 0.022891
Epoch 1966
Loss = 4.3097e-04, PNorm = 94.6089, GNorm = 0.0000, lr_0 = 9.0273e-04
Validation prc-auc = 0.022712
Epoch 1967
Validation prc-auc = 0.022450
Epoch 1968
Validation prc-auc = 0.022343
Epoch 1969
Validation prc-auc = 0.022131
Epoch 1970
Validation prc-auc = 0.022044
Epoch 1971
Loss = 1.1239e-04, PNorm = 94.6492, GNorm = 0.0187, lr_0 = 9.0250e-04
Loss = 2.3842e-06, PNorm = 94.6505, GNorm = 0.0001, lr_0 = 9.0249e-04
Validation prc-auc = 0.021700
Epoch 1972
Validation prc-auc = 0.021468
Epoch 1973
Validation prc-auc = 0.021447
Epoch 1974
Validation prc-auc = 0.021269
Epoch 1975
Validation prc-auc = 0.021427
Epoch 1976
Loss = 3.7839e-04, PNorm = 94.6628, GNorm = 0.0196, lr_0 = 9.0228e-04
Validation prc-auc = 0.021559
Epoch 1977
Validation prc-auc = 0.021649
Epoch 1978
Validation prc-auc = 0.021862
Epoch 1979
Validation prc-auc = 0.021760
Epoch 1980
Validation prc-auc = 0.021765
Epoch 1981
Loss = 8.0222e-03, PNorm = 94.6773, GNorm = 0.3931, lr_0 = 9.0204e-04
Validation prc-auc = 0.021692
Epoch 1982
Validation prc-auc = 0.022424
Epoch 1983
Validation prc-auc = 0.023012
Epoch 1984
Validation prc-auc = 0.023875
Epoch 1985
Loss = 5.8622e-03, PNorm = 94.7107, GNorm = 0.0016, lr_0 = 9.0183e-04
Loss = 1.2512e-03, PNorm = 94.7134, GNorm = 0.0831, lr_0 = 9.0181e-04
Validation prc-auc = 0.024377
Epoch 1986
Validation prc-auc = 0.024796
Epoch 1987
Validation prc-auc = 0.025191
Epoch 1988
Validation prc-auc = 0.024867
Epoch 1989
Validation prc-auc = 0.024630
Epoch 1990
Loss = 7.3503e-03, PNorm = 94.7389, GNorm = 0.1371, lr_0 = 9.0159e-04
Loss = 4.0449e-05, PNorm = 94.7413, GNorm = 0.0020, lr_0 = 9.0157e-04
Validation prc-auc = 0.024600
Epoch 1991
Validation prc-auc = 0.024607
Epoch 1992
Validation prc-auc = 0.024159
Epoch 1993
Validation prc-auc = 0.024114
Epoch 1994
Validation prc-auc = 0.023858
Epoch 1995
Loss = 1.9618e-02, PNorm = 94.7765, GNorm = 2.7229, lr_0 = 9.0137e-04
Validation prc-auc = 0.024900
Epoch 1996
Validation prc-auc = 0.025450
Epoch 1997
Validation prc-auc = 0.026063
Epoch 1998
Validation prc-auc = 0.026727
Epoch 1999
Loss = 1.8696e-02, PNorm = 94.8190, GNorm = 0.0032, lr_0 = 9.0114e-04
Validation prc-auc = 0.026747
Model 0 best validation prc-auc = 0.051791 on epoch 114
Loading pretrained parameter "encoder.encoder.0.cached_zero_vector".
Loading pretrained parameter "encoder.encoder.0.W_i.weight".
Loading pretrained parameter "encoder.encoder.0.W_h.weight".
Loading pretrained parameter "encoder.encoder.0.W_o.weight".
Loading pretrained parameter "encoder.encoder.0.W_o.bias".
Loading pretrained parameter "ffn.1.weight".
Loading pretrained parameter "ffn.1.bias".
Moving model to cuda
Model 0 test prc-auc = 0.023895
Ensemble test prc-auc = 0.023895
10-fold cross validation
	Seed 0 ==> test prc-auc = 0.027027
	Seed 1 ==> test prc-auc = 0.043787
	Seed 2 ==> test prc-auc = 0.027113
	Seed 3 ==> test prc-auc = 0.025464
	Seed 4 ==> test prc-auc = 0.071626
	Seed 5 ==> test prc-auc = 0.039666
	Seed 6 ==> test prc-auc = 0.037843
	Seed 7 ==> test prc-auc = 0.046875
	Seed 8 ==> test prc-auc = 0.042709
	Seed 9 ==> test prc-auc = 0.023895
Overall test prc-auc = 0.038600 +/- 0.013636
Elapsed time = 4:20:24
